{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "533c1694",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "text_width 6.75\n",
      "column_width 3.25\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 675x135 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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U76ORAVmHDOwmRImlK/u4lfOVAecAo+hJRD7vOBILvy9hrZ5D7Zd3kbYOJ/yukj5VoFqRfjEifaOexwtE0EjIROArwLn0JIfquQfqdTma/jzWVu7xRBjpky0IAVyD1jflyBiwIoSiEekTdWyobaZ6qtwIEbwO6ZeJyv/HEyeKOB7La4eB7Uhf1Ch/9yP9cA6aXCoHqpB+aULGieqBUkhIzAW6UuB2RH5NBPKPwT0eDk5cn6jEoy/FrSr5vrwIvT0iMWI0d3bS3NFJs6eTllY3njYP3g4vHpeHFEcKAN3ebkxmE6mZqfFzdrR0EAqEsDvt2NNsWO1W0nLSGZSTTabDQW5aGukpKfHrHgx6nY5wNIJeJ+Qi8b51Oh1mxbtyKuIUJx51wJPAB2hCczBCFgqV/53KvtmAAQigWRXqNjcyeGuRwb9D+T0PEay3cuqGZPpywfZFMvoKtxypEKkBngeWId6LMqStnQjRU13FTnqGNnpbdm7lXLVIf1Up+1+NCNeihPs7nDyUge6vHvN5IJ6NwJ+A95G2zEbe71HK3xKkPwzK3zZ69kcYGW9+hIzsRvqjFemH0Yii+yoaqfw8tNtniUZgNkLOWxGSMBgYA2QBwxHjKYzWJ6CFXcJIP4QRb+F2hFS2KucYp3yuQxtnAw2lHilOLPFQPQh9eQ56q7pEJR6NyXEef4B1NTXs29eIx+3F2+6lvamdxupGMvKclJ01hJLhxTisVixGIzazGavZjD8YJBiJUNvcwr7t+6jbWUf97npsaTYGjxhMWlYaVrsVZ66TM0sHU5qbi9loQIeuhwck2oc6jsVixIjF91WfI+nxOO4II+7hPyJKKQ+xgi9FBuqRhkpUQVuFkI9PEevjHOB/ECH9eYCa63K0BKM3wsBS4O/0VEhDel0vPeF/VbElwpHwm9onHYg1uBnNIrwdUXTOAd6bioG61BNj5/0RtpMdYeBNRMG56enRA+kLNVdARW+PTmI7qGGVRKJeh4Q23cBFwDcQIpNE3wgDryJ9Ekbrk+HKdiuS55St/O9HC02S8Bv0DBt7ESKyAxkjm5XfLkeMp8P1fpxa5FElHqqi1uv0cU9H7/9752DEiLGnpYXlm7bT0eymtb4Nd5ObaDTKOVefw/gzhuK02egKBOgOBunw+fAFg1hMJsKRCGajEavJhMlgwGYxo9fpicVidPr9rFy9hb3b9xIJR0jLSiMtK42S4cVMHDaMtBRr3KORiETvhhoG6u2pMRmNmAyGw2ojv99PMBjsc5vZbMZqPT7e3FOQeISBZ4D/IINKdfMOpqfA9CPsvw64ACEn4YRtifHSvuBFhKnqAnUAvwTGH7MnOb7oLUQSQwaHE6I4WKjhfYQMGhFLqwQRnqpyU5WVH2lX1Z08EVFa+xEr8KKEa6r3qsa0OxDLbgliAV4F3I3mRTnUM8CBxCMRiSGbI/GQnExQx8pTCCEfBYykp6dI9QKqIchLEQUVTjiHanH3Jot+NG/hBqT/diNj5fNE1HvjaBRyGPHSvoDIpHykT0oS9rEgHoxGNDJXRE8yDpr8Uj1MiX3iRnLc9qN5d3/GwcnHqUU0eiORePSF3gpcRSwWY/WePWzcspv2xnZqttRQPqGcCeeMYmh+PoFwGH8wiNFgYG9bGx0+Hwa9HofVSiAUAsBukYT4UCRCitmM3WIhHIlgNBhItVpJMZupbm5m3fodbPt0G0XDiigeWcxFI0eQm5Z2QP5JIjnqnY+i7ne4oRa/30+KEubpC/n5+ezZs+e4kI9TjHiog/YphGhMRCxqp7LdiHgrwhCcyhoLVAIznwC+s4r4AN15JjwKPPYlxP2cDryGKLSbkHiqej0vEjJQScxMxII4lXA4AuVIrfpPkUYF6RcnIuTUmRK/k03bqkUeWoGvmZX95wLl0H0ebAXGPYAoyiqk/X+GEAuvci4QArMMUXijlX1U4XywmSl9tUVfxyTiRCeCHgnCwIvKpwjpk0TvjdqeDuiuYJlNsqN+8FPgkVXK9lbYP0EiAXfeB9yDtNOTiFV9KzIO1byPNjmGDQhZ/xlC+o/k3k+FNj5c+JH+eBPpk3FouRog5EN5F4NXsMkCm4Bbfg48vBzpE7f0ySLgju8ifWJExp4X8TYl9omaD6Lm9fwJ8UAeLk7+PukdagEOyOVQZ4GoIY1wNMqqqio2btxFzZYazBYzX735Msry8tjV1IQ/GCQai9EVCLC3ej+71+0mGAhRPLyYvJI8sjLTKXA6Wb5mM50uD7mDcjBZzOj1cl2rzYrZaKQsLw+zwUA4GqGmpZX3XlyMwWSgbEwZV154Nvnpaeg4cDaLit5JskdCPDo7O0lPT0ev77sfo9EwHR0dpKWlHU6zHxFOMeLxKqLA1FkOZWgJVkbgl2B9HYCqgKgzG3AhMCmmRzTea+zU/YbFwG2A/S/AD66E696m8zVI+yqwYDIygEcq1/UjlsObCPn4NRLaOVXwWQiNRAW9GSGDRqRP8tFc93Xg/TZvpUqaaD0wArjQAQyC5m2QGysAZsNHt8HNwG8Rx8YSYD1QXYxY4msQr5OaCKmGxJYhfdWXRXewMMqRJKKezAI40VPzPuLtGIK0TWIoJQ/4NThfh0yo2iPcIgrkADfF0pTjX6FG9wjrgeuHAH8DrvguXPUEe9+G4quBN74M3IkQmzq0ZODHkTHzJ049on4s0btPVCJYhhAJ1aM0GPglZL0NqdBZK3vaERl2fSwNeAV4lTbd39gKXFguh3DL1+GcZwmuBPPtwDO9+wSkX36JEPfnObXk18DQm3gkejjgQOIRjkbZXFfHpys3sWv1TkrHlHHt5InkpafT4fOxdf9+9u5tZM/mPej1enweH50tHegMelIzHJSMOh27004sEmXjR5vweXzkDMohpygHq91K7ZZafB4fzhwnxWcUk56dhtNupygzg85uP/P+9RqxWIwxk8YwefwYclJT46Sjr5wO9TcVh5vjoRIPi8XWZ/5LIOBLEo8D8S5COgYjyYXlyID9Jfzf2/C1YfD0Tu79JhQgw20qYm89CDySDbT8Bbp/yOs2uFYxjj9uhQunwJaFQi88iAAuAIbHvou4jNVErlqEfNRwapGPvnI6oG9LfqCKVT3HekQg2hEl50QTpq9C978hxcwWXZD7kD4JKUdmAi3APU8Cd46A/K182AQXZ8Iml9jPaxFquRXwAU/9FHjkY0RoNyLKbQsi1McBMxDLcSDPcyjvzqk0gyUxNPIp8B4yRgYrv1uB/8CaJ2DcFHh4IT95QHqtBfgu8s7fBzylByJ/gdYf8mGO9EfEBR8DF0+BtoVQjfT8IIRIFsfuB6YjYyOgbH0NacPHOXXGyrFEYqhwNWL4DEc8rCBk8AVY82cYdzb8YiV/+q3InzbEMCoB/h9qn9wPDY+wpgDGFQEt8GEALq6AYKV4R7Yi5LEUGBb7JuIR6UBCaksQA8GJ0BrV83EwuXDqIDHUoirkaCzWI2lT3RaJRtm6fz+frN7M1k+2MmzCMG679lI6u/2sr61l3+79WO1WGqobqNu+DwBzioX2pnaMJgOpmWnkFudQOLQId4ubXWt20dHagdlqxuF0kFeSR1t9G6GASDuDQY/FZmH0JWNIS3dQflo+douFv/z5eYLdAcZeNo7J48eQm5Z2gKejLxyNx8NmS++TePh8HceNeJwiKbG7gVnIgP0qIkyrgLls0b3NLTfD67qdkA/3IhHRCDIAzbdKfvizrQCvQsr5FAAf1gHfFtKxZqFY4mciw7MTERFafQNVeRWi5R+oCZQnO1TS0Rv9hQ/6svD7w26EEKqzI5yItfsVmH89/OTfzLQB+UFGPintWwrcXQF3nyG+ibHqLXq3UtWk/H8BnDkaLh4trX2+sl86SD7ezgshdgai4JyIRX8R4hGZizb9diDP0Hu/xH2tHPzYkwkqyWoE3kIs6nLl9w7gLWp0T/CD8bBItxCGSFBxFDJW9EDWBUIG/xkFeAWyMwkBH7vA8HMhHZ8uFAU3oUjGVy2wGIA5CN1X80NKgMuU739HmxZ6quNw3gc1J6oRmXk3BJFdDiSH433adX/md+NhkW4lDNbeddUAslfIe//3KMAzkCrBk2V1wC/g4pthfaUQ9HGDpfWbEB8ksX8jfZ+FjJUhSHisBjGcvL2eKdE4UX8/Vd5/JUk0PkslFicbqhck0dvR3NnJspWbWLtoLem56Vw96Ty21zfw4bpNLH3tE7Z9uo3d63ZjS7VhsVkIBkJEFVLT7fUTi8XwursIh8IYjAZMZiNmq5n2llZa61pp2duMTqfDlmYjFo0R8AXwebrp6uiis8PLnpYWAG6581qsjhTqd9fz6e7dhJV77Q+9a5IcCYxGI0ajqdfn+JLNU4B4eJH4ZQTxdBQCs+nUTYXSf/I4YrH9C3j9Shj+G1FFNwFn5gFDRS3WAkIkZjBuiDJhdhcwBcZdLSJ6B3ChBdIQodqo2woXXQNPn4W48a2IkrsbIR1qXPVkhjoLIfHF6v2SHUzY9PVChhHh9T4iRPOJFwF7eiqDdFHsN4L9j/AYkNYEn34LUpFUUkYBw6Xf7CATYVzSwwbkNNwMfBPG/RjGXAB3pot1fX8U/lkOL+iBp69QdlanIU5U7msJfVtvvWfP9GfpnYpJpWo+0lPIc6r5NT+nW3c95PyGHwCrkDd50c0wQemTKcDI04Hx4r1oAmj+CJjL5GxRmWwFboZzrxSF+EEdXG+TPrEB63UuOP9CWHQGkmDsRKZ0Xqfc1zMc2P6J936q4HC8gWHk/fwP2swUL/BjgrproPCn/Bh5W2cC/50O594MJmAScGYBcJa0ogfg03pw3MdVeoXs7QduhjFXy/ZFtTA5XWSXCfhUD+RUwP+dhXg48pER+C1Efj3fz72rn95y4+SGWmUUNBKi/h5LICLdwSAfb9uOq9FF5mmZfPOO69i4dy9vvrKYPRv34Ov0EQlH6GjpoKWuhbzT89HpdHR7ugn6AwQCPoLdQcLBsMxUyUzFlm7HYjWj0+no7GylqbaZzrZO2hvb6WzrRG80YDDo2b12F3s2VrN9QxXLd+5mUFYW37r7BvZt38eutbtZVV1NWJ2Zo5CogXhADgcGg6nPz/HEKfBWvY/4Hy5FlL4RvruQLwOpezRHeBRYAJgeEGE66feIRFwgbuEs9XQN1/PibiEjZCEj9BYonoQYJn8Ul/MmJKMk8hE4P4JbvvM6+L+KuPPzkLj1K8hAvvozbYHPBn2FIgaqALxIv/iRkIeaVf9rfvRNEW8XIu0HQijeQMhdyg+RNkeowpk2xKTLFLEcAU1yWuR3CgArpFZq/b0DWPZNmHjHnxBre4jyHFmIKM9Cc+8fLOTS+/dD5XScqByPQ13XiPTJEmSmD0AE7v+Iu4BQq4SqPMqWR4CWJ6WvJv0cae954vk7H2TsNEzlr62KF0rpA74LkyqQkz0sc7zeAD4Bti6H1Mvg2vLFsP1biJFwjvJ3C2KHj+/n3k8V9B4vh/Imvq98vkKceP3qI+4DPPXSH/UICX8AaJkn5O+GB5D2Xij8YiyIYFvzBx6OKq2YivTTj2DydYAbYjNk33dR5sS0QvRmuOrP/4YVExFP2OXIaKxFEupH0ZNonMx5TIdGb8LRW3nvaGykoaqBfdv2csN3viK/rdlFa10rer1Mg1X/drZ2EovG0Ol1NNXtJxaLYbOlojPo0Ol1hIIh8WZ0dBHwyzTVaDRKZ2crPl8ner2B9IxMHBkOPC4PAV+ATpcHna6e1vpWMlMdnF1ayiU3X8KiZxaRlpXGaU4ng7Oz+pxme6iiYwOB0WhG3ytEEz2Ep+VY4yT3eLgRVj4YEWAOoAn2yY2nIhRAfQgP8G9kIKuza6s+Ehf/vf8BmAt/FrdkGoi3M6qcoADIgk1RMe4uBCqAbyJO/FcCIKrUoXxGI4P3RU5+r0dfOJQS6w9+tCJUiYKqESZs5Q3Exv1xwhEmhEtMBq2YbDqMGw1tPkQf1UOuBdIGIx1mRdwfPoR82CQ6bkAs8unARBPw17VIRNyCqFGr8nkNbQaM+kwHUxJqHs/htMXxxKHuoxEJaWShVdttVJictP9gZMzYkXZciPiHSAcisH2HkI5JMT04FsDj4hQcgXKgFenMUvn/nYB0XQkyVm7JhGv1sGmHej/ZytXyEYW3hP69Hr1xsrr5D0ZSe8ONxAbV/Cc7UAN+6ZYCpFl9aHWW30bmBKm19apWy3C4wgWMfAz+LS17Jkiz5igHl8j/byDyrQChn1cMhqvyYPtKEKKRrdz3EER+reHAcOzBcqJOxj4RqPkdKtHQ63QY9Pp4iCUWi+EPhdi8aw+bPtrEoDOKOaOwkOrmZoKBIHq9nlAgRDgYxmgyYDQZiUQidLZ1EgmFiUbDQAx7mp20zFSKhhVhT7PT2dZJwC8eENDWYgkGJSRjTjETDUfxe7sJhyP4Onx0e7pxN7nZt7+JBrebi0acQfGIYnat3cWGvXsJRbRpwYlESkWiB+dwYTAY+/B4JEMtCXgXGSxquXMv/PcK/v6mjEs74upNhBUhDaoL5F/ADVMQYbny2zBGhlwXEHweYRkq2fOIdREC8vOg7KeQ4oB9wA23gogEdZBaEWHaiCScnio4mPA4mGtVPW4z8swOROE7kDZ5l/mrwYzYUCHg+8qRg1ACIqpjyIP4ijulFTuXAnOhO4CwxlVoprke6SNESO9CjiksQAjJgyDJi1Y0UmhAyODLDEzRHSyp7uQVtD3xLvKs5yB03A7v38Y7f9Be76FotWMzEZ11DkinLRalNekhoDkKW6ZCuZC9HUD775EpnBGkb9zy52NkPA37HtAFO6Nw5h0gM42caHUmrEhe1pIBPs+p0u4Hg6rULyJevff9b7Pq9xqHK0dz6qmfc0A8GSuEiFz7HWRcvHMvlAsRXAt0/xjZAWSAecCFtHA5UPg9oA3ammD4jSByyoi2LIET6d13B/g8JzfxMOj1xIj1CLMk5nrEiLFl/36a9jQRjUb58uSzaeroYNvmKjpbO+LHRMJSdl39CxAKhmV6rNWBxW4lqyAbnV5Ht7cbs9WMxWrGkeHAnpqGXm+MexT0ej16vZ5wOEwwEKK1oYlIJII93Y4zz0mwO0htaytuXxeXXH4urXWt1G6pZW9bm1L0rO/qq4kzdA4XkuNx4Od44iQmHrsRb8I4hCZkAY/ykylC9D84HeafBY9YlDwB4ErgmTzInw344dn3hDTMWggPXwAvngMMgbuGwLWPgrkAdv4W8XMCbI8b4zIdJgKve8W62P48bNJVI2JBJR5qLP1FFNvxJES4198jjduqAmsDIrDWoGXnh4EtTHOIp8ODUJNHsiV/oASZyMckRMouQXTjTdL0EYCbIeVW6ArBB28ihKIe0Y6pwBvybz6KBd4in00dwPrX0TL3y5XvIMrv/X7aJFGIqv3Ze5/+2uFkw2aEZE1E8/i8wl8rZGy8cAY8doFMEFe33gT8vRxGPiBneHGp0MgXHoJ/5sHHo4DxcO/pcNVcyDgPFv0BIYEG4APNf1F8OtACjwWE3Ox/Gjp1CxHqmY/cxX5l7yfRpngeDKdWfsGBqEMI8dVo08v/w2MV0v7/ex48WCH9kIO00M3AY6OVMjZReOsl6ZMX/wHPjIJFVwJD4R4HXPtbSCmHd36KxIWtwKvSJyag+AygEZ7yQpYJ9r4E+3VrkSsOlo1xI+IZxFw4FPoaJycXjHpDnCwkzmTR63S0dHrYsmMP21ZsY8hZQ4jGYuzcu59dq3fRVNNMW30b7pZ2ur3dhIJholHxUrgaXLhdrej1RjJyM7FYzTTsaWDHyh1Ub6jGYrOQkZ9JycgSBo8YTHZePnrlPgwGEwaTgYAvgN/XjU6nI9XpID0nnS53F1Xrq6itbaC5o5NYLMa4y8bRUtfC6u278AWC8cTYY4mTIcfjJCYeS9CWT1eEUNV8ViOyr2oPwgFmwDXIYDMD/B4xsU3w9VHwXB7MzBRL4iYTsBz+uhte/z4sqpdJh3ysXPI1aZCLACYABhGk25U7+RSgpBNtLZciRMCoxaxOZvQnxAcq3MMIGUT520o8WS52G1y+E86FOx+AV8+D5UBzKzw3GP4J6H6KEIhUaK6HT1fCst/LpMt1IEn2b4sltwuYFUAMMSuQD1VRuGow/EQPVw2Ru+iOKpzxHuCjK9AWBxyM9JoDsfJa+3jmQyk2Y6+/JxKHsjLXoJEtNd/meTahlELZBhRA/leF+xkQKh+fr5kON42CRzLhlnTZfmE5sBhm7YH50+GV5RKaoVKusuUjIZjXAFwLhIRT/gvptoUANyxEK5BlQSvE9/4AnqmvXJuTCYe6nyUI2XKiFWt7nF3Klk3LgRwo+YqEqUwo835uRPokE64aBQ9mwk3ZcsbJZwGfwO+88N+fw7M74CWQPjHBp+/JeJgKksbhkqvPD2lrdXPhRqT3nch4eQbpk1cH8Ewne5/Qo26HhCOi8emzu5qaaK1rJWdQDiWjSvCHgrQ3tRMKhtAbZSn77m4vXd5Ogn4JvaDT0dHRQigUIBaL0OX20lrfRnNtM+FgGFtqCt3ebtobXTTvbaars4uU1BSMRjMGgxFHutTm6HJ3EQh0odcbicWgvamdLncXnW2dNFTV4w0ECEej5AzKwZ5ux9XgYm+brM2jho7U9WSOFgZD7xktSeKhoBVRGMORITMSqAW3qJQPgLuAx/4BuODO78HPUYSgChNxX/8sl+QdUA+8Kn/qEfurCBTGAtwI0yyQcjXi6hwKw6fDuAo4t0hIyD9rQaw2IzJ4O9BKU6uK+WTCQBNHe3sBEn9XpwR2IX3zlPK7FXiGD/Xwg/fgd5Uw/zfQuFw4xgqA6ZD/OOKIMMkn9ztwboG2MoUbiLwGc1xivLlRvCAu5VMOZZcgOXBXArXwaUjCORbgnuVw20XAs19T7qlIObOaezNQ9/6h2gZOPmHbing7ChECAtAFzc2MQUj6bOCvLwEuuHcK/AYl3yYbec/twI8AE/yqQyHe64BKodg+OaO0qjLffOQlcD8wcRTx6Uq3nAF3ZYoi7QKeXQgyo8OoHK3OsOrLQ3i4Su9EYSD970XkwWC0JOw22BNkFGLAPALMmQeE4H8uE/k1CYR05CGi5X452y9apU1ZCbwtXeNBWnMEiPyqgXPPk74dMwTppyvhhsEwLU+8th7g2aUg/sdC5aPOfnofZRLuYeBk6ZOeUD0eEo6QImKdfj+7q/bhcXsoPqOY7Kx0guEI4WAYi81CiiOFjPwMsvPz0ev1tDY00dXRRcAXAIgnm7rdLURCEdKy08gqzCKnOJeAL0DAH6SjtQNvu5dIKEIsFiMSCeNxd9LR2kGXp5NYLEog4KO92UVHsxt/l59IKCLrwnR4SE1JEe9JXgbEYqzdvpuuQCBOpPQ6ffzZwtHoEed4CNkw9/okZ7UggrRW+a6Mwi1X8OJ4cXKMQLLoPwC++zgYnoRxjyKKLdET6Ib/NokVMAeYnCMCMR0JAeSORk54jrL/VYinQ49EdjYhMtIjFrcflaO8iRSqcqKtgmtFkvt+ycAWLTveOFRXq0mi/WE3IlBVB3s2UAc3LOKPaIGnJmR2rAmFPCSuYaQm8pYC6bCiXvxFJsBwM5wzT6zm4jOU/a9D2IUeSdUPAe/CByFRqG8jobQIivN+LvB1P1qCZSMiWHcjdMapnDjxOXu3i58D3cmHk1B4tOhrRkF/1/QjL+gGtHLxflh/BU+dJcqqFLFla4DgYjDPhpHnIf2ShvRJCGiEF5SxMg+4xiZXsCLzMTJuRJqvHCkJcQ0MvwAhLanAEpi/TWaQ+YCgcgm6n4CUW5SDB6PlfbyMTEt3HuIZTzR65/8cyhMm3iZR5OMRYtgIH36NWZdInziRfJrtIELsVzBxEjIQbEg3RoFq+KdLuPe/gLGmOHfnGiDjdmTADEJ2ukamnpOFxG8q4dla6VOPctoQ8PU9n8Dp+cg7U46MlSJklt4QTtWVuHsnYyb+vmnfPjwuDxarGVuqjQJnBktXbKRuZx22VBsGgwF/lx+L1YzFYqOzs5WWxm50CUvSx2IxTCYLqZmpGAwGfB4fTTVNhAJBouGozGwJBIhGw4RC/nhRrmCwm0gkRCwWIyXFRordht6ox2gyotNBLBLF29FFtDBKekoKrSYDe7ftpWVfC5/mZ3HR8DOwKDkYakE0w1HMbhEPR8/391jMljkcnIQej9XIAkp+xAVYIt9vlemyKxBvxVBl7wdB5G4OB+r7HLj+q/C/Sh7IIiSncQSQezUiUc9DBjtIa+Qp59IDO+DDDpgfFff/RYggfl0XhWcvROztUYhL1Yu4kl88Zi3x2SPc63vv/0EjJLWIEK1V/ncA7/P3haL4RyNrxf4Y+LbyuT4dabAQIvk8iICMAqVwVbq03j6At0SGVoMI0m+j9YNB+Z4DjJLr+RHltg8hIX8BpUhnYr0VK0Iz93PgDJfEv321x8Ha6rPE4Sjg1YhHAbSE31aYLG/hbIQmjkU4xrsgg0ed1uJGquX5gUFwS4VYzADPITb7BSikYxCio1ROZkDil3nEp63/GzEIbAilsAIv2lDGijr1AuX7GoTAD3SWy4mASgIPJxxZgxggDoQOW4EdcJkQut8jMmgsIq4+DCCJHOo42Yewdw9QDnddIpXqDQjRfgkJpWTcjrR9qbIxqvwtRZu+9Do8gZAcPxJZiwD/LAWeGoQQcnWWizLjJh4GO5z3/eTwAiZ6OhLredS0trJzZy1Gs5HM07Jw5khJ9P279uNp9+BqdBEJyUwWg8mII8OByWRVjo8quRqSsxGJhHA1tdHR2oHf043P48PfFSAUDNHd3SU1PoLd8WJjsViMUChAVFn0zWKxkZImng1HhoP0XCexGGz/dDsrV28hy+EgJdVGRl4GOoOequ172V5fTzgaic/a6V0Q7XBxMuR4nIRmxhrATijkYfPmEMXFIwgGA3AR5G+Ai4FhwEfI0K4AGlKA9r7PZrsK0i+Cy78vll8eSpZ/ByJMD5YrFRTrTc0faUIGfRD44HaY9PU1iDR+Exm4VkTk38TJ6fU4GHqTjsRXYzfyPEvYsqWFtLQgRiMQXMQbwPWIndSK8ISSMuBCaChA2ln1dISQxgNsZZDeAktXiv7b2yGejtptSKLHVGX/iHK8DRGm2TDZD843pZh9C6L//gW4n4fn9i2GJTvQijU5kIDBBrRpptDTw3O0ibcnAmFkrGRRV9dOR4ebzMzTgDwogqxWCUeWpMIaj5C6s4AGB+L2CyCKSo1XOcA2GTJGwOWPCvXPQfFa1SDzbFOJ9x8mhM3YiJcJTm3STrkJmYpeAGy6Hc78+nZEI9YgfSPEVVt59VDPeiL65XCvaUSeKYuODh3bt2+guLgEmAClT5CzQ8qfD02FTz2Kv0EHDWloiy+HkL5RqlbbroD0M+GSR8Whl4/SJ41o7MWl/GhDI+hR2Wb3xsvmsAv4iXKOVd+CCXeC9EMjMuumTLn/Szl0Emlin5w8Y0Zd2RWEgERiMfa2tdG8txlbqpWW5gaKCjPZXl1Nd7eXbp+Xro4uotEoFqsZg8lIt7cbn6+TWCyizY6Jal6UQKCbQCAVo8mIOcWC3qjHbJGQRSLpSKyVkbjIm06nIxaJEg6GCfgCdLm70Ct1QU4vLyYr24nH5SHoD+Lz+NhcXcuQvDyspp7kIBqL9XAoDxRH4/FYu3YtLpeLRYsWMWvWrPjvCxYswOl0UlFRMbB7GPjtHg94gXeJxcpZuHAjmzYZ0Ou3oNMtBZeIrE0FsGkwMshSoNIIlbsQv6UOeveEyQD3DpVjpwJlC4GfwqKlMPlKRJgmIormbZ8EV6k+yhJEy20Fc5MM4kl7fwjFmxDf5n7EemhDYqUXHMuGOUqoQqK3AE/8bu21X+L3JsDBihW7WLiwk0BAT3r6FlgnT/s+UG+EtrAckW5HhKEX6EYEaUT5KKETkwPuHQLXrBQ9WHwBkAkXepDpFzloK65H6RlGOxMmLIG/eOV0EwDDEHhnNyz7CCZSh1ao6l2k9uMGJOMu0Y2cSD4GQjqOpQIcyLl6u/kT4Qc2UFfn5B//8LB/f5DBg4NAJRRDYD28W4poGSdghi16hEP6lFNH0UihQRkrhTKUvg2MfBx4EF5fCddeh/AGP9Iv6nE+ZAz9El58TNl+pvJ7o+wbqQO8PwTHG4jPslG5KTcyMvMP0Ra985Q+K7F1NH2i5kKtwecrZ86cd/nkEzNjxqQAC+F0sO6AD4bAB2ooJAU26RE3X4dyuDpGlJiKSQ/3niZ5Hd9HCSn/Ht56D66qIF6vCD3SJ2ZETjmB38GiPyJkUU3yaJHzmzYAVQ9B2QK01YbLEPNhN+KLPBiOV58MHKo3QF0cDiAQClG1ex+uBhfVu+pwtTbR0VhLa2cnHpcHV70Lb4eHSCQMJCSlRqPo9fp4TQ5ILEimp7R0DCaLCVuajcz8TNwtbiKRCP66LhKNOPV4o9FMNBqmq6uDWKNcJxTyo9cbZd0VqwVPu4fWlna+NPR09psbSM1Mxd/lp7O1E4/fT4rZnFASPnrEHg+93niAh0ONTnV2dvb43WKxYLFY4v+/+OKLzJo1i7Vr1+J2u3E6nVRWVh4W6YCT4W3pgUZgP++918m2bUEuu+x83n+/ihueXsz+WmXyaj1cdyXi21fvPoDEUQYpv4eBamhxwisbwZcKV1yCDNLri2HSXiY/qOzvRytSBaJJtyLWRAGyelYUeAsWLVbCAiiVT+8B3jCihVvU6aX7j33THDH6c5smCtneLmVVIataxs/27Q28885mRo82smNHCjfcMJScr37C3XsRgRYBdw0470D0uwVpS9U1FUT6yQUt58Irn4CvFMY8irYqnx5JvnEiBFKpF4FVObYF8VPvAy6EceORuJkJqIcrHoc/7YCJvKXchBUhTX7E7d2q3Exv8tVf+8CBbXIsMFAC09c+6rGtuFx7eeGFnWRmBtHri7jhhkJypj/GyhXifyuthvMvRTiYBWlfL5JXkA6chvTLTmgZBK/sBV8+fP0yRDHe8yX45kauvQdpZzvSHyq5341kSk5G+k81gDbBlp8L1RuEosJ+CPyrEEkp3o5WD0edjTMQfJbi6mj6RLVU/IRCe5k3rxqPp4Py8jJuuCGXnK/PY+VGyAAKdsMFVyAhXjXk1YmkvDjQSizXQEsBvFIHviK4twJxkfy/K+Het7nqToRxZ6GFz/xIrGstMo4GocQgge2w/7vSJ2qEhv8BXh2J9FArMsgciPwaM4C26K89TiwSky47urvxuDw0t9TidjdxTsVFVG3cSEZqIWkWyMsM4/f5aW9pIxz29yhVbrc7CQT8hELdAKSkOPD5PDQ0VBEKdeNuaScaiWJPt2MwGWhvdhGNSr0Pg8FELBYhEolgMlkwm1MIBHyEw0E6OlqUfA8HWfmZmCwmgv4gwe4g9bvrGTOsFIvNgr/LL3knKRbcPl98AbloLNpjldrDRd/JpHK+QYN6VsZ68MEHeeihh+L/u91uAJxOJy6XC6fTyZw5c5g8eTLTpk1j/vz5A7uHI735zwZvsmKFl+XL67nqKiuDBo3l/fceZHMt3JIHV3YhhGA8opyiyKB9Dz59W2aecDEiHHMQgbgJGUvT1UvslePOQSyLhUg25OPKdrUCj5oybic+x7b8ebELylEqB84AacJxaMXOHJyclUx7k4xDbVP/1lFX52bBghcZMSLAxImwY4eZnBw/p51WDMP2sv4lGGOC0x5A2lX1TOxG9L2afxNBpO+3L4HIcijwi/JLR1NmdkSJlSCp/+cgVpwH2ATLFsLEC5DsukHKOfcBr0nlzRxACKwVCQA1IYquC+nYol7PH6Zvt3JfQ+NYDpcj9Z7IMT7fezz/fDUpKX6uugqefTadnJw5dKyA62zII41GUl0yEA+hD/gEahZASTry/rqAXCRe9jeExE1HKdWyUfrlNuTvq8h4mYGMiSpkKmcZ4vUwIf03GkYWQHW96EIXkHGleu8j0RKV3WgVcE8GHGmfqPkAq1m4cA+NjS6mTIny2mt2crLnYd4I1+Uh7+pQ5LVMRxw9buBDqHoFyvRofZIKXIFkxZuU3/OAPW9LX/wI+fsc0ie/REjkVuQ1V2WXWTnuQig8D3Yt18q0Z9yu3n+5ciNuZOzUHWV7nFgkrka7q7GRvVW7aG3Zz5lnn0P5sGGs+WgZaZY0Ap4wer2OcCiK0WhEr0+Jh0hSUtJw5mTQ5e7C7W7GaDQz8pzR+P1dNC/cSzgcxuNx4fN14G5tV6biKiXSncIe211N6PV6zOYUUuw2IEog0E0kEkan0xEKBYiEI+I5SU1BbzRgNBtp9XpJSbXhdXfhzHUSDoYIhELxZ4vFdAeUgT8cqFNo+8K+fft6rE6b6O3ojczMzPjf6dOn43a7qa6uprS09JD3cBIll3rZvn0Z77xj5Pzzszj77AwgFwxjueQyIB92ehGSEEIk2gtQ813ofFuGTJc6XgyI4Cy6HUY5ZICrUK3oEPAfqHoN8Xao2f3vwqfbYPtfoH06kugdkk8TIjvKgfzn1RP+HVFmhcRnFcTrfJwM6Et49Pfbgd9drs288MKHFBTsY8qUMDpdEJFmzXCTkA430BxSDogiCk4NkdjQSEUXtD8P3LMYcMK1V4rlB0q5WOAKG3zJDJPhneWIZ1611hsliNW2FE1GzkWE7TUw/DJlgtK91UhicqHynE3KMy3jQFJ4uIL1WHg9ji6XJBRqYd68F/H7U7ntNhs2W7dyvq8w/FZgKKx3IZavHnlpK5G82yWKc0+t021DWPSXrhH+bFG2udAWEVHWImj7C6LE1ElcS6Ro2FuPSs4Af0aUnweC9TIExwNl76Fkg6vTsEF7B2s4dp6ko8FA+6T3vWr/v/fe02zbZmXq1BROc7oBH+jOJOtGYDDsbEUMITVh+g3gO8AHSu5GlHitG0YA554hPC2E8OZ9iG3TiLzSj0Dj71GSqpEG/wT+NwDv/AVW3Y5k34eANogtl26bAIxcruzP35VnaEUGrZKgfMRVSk9cX6qKWM3x6AoEWLNqLWs+Xkpx2VAGlw0lxSzzElMzUykYUkBqZpoSQpFjbLZ0CgaXMKi8WGavmAxKuCQsORijBnPa6QWkp2fHp9gGAl34/V0YDCacmTnkFGUTjUTjOR4pdhuOdDsZudnknFaAw5Gh3nHcw2KxWykoO40URwrN7W5Oy8yIh3oCvgBNnR09yqTrlbDPkeBgJdPT0tJ6fHoTj2nTprFgwQIyMzNZvXp1/LfKykpKS0sHRDrgJCIedXVLWLBgNSNGwOTJQURpAIG1MB06N0gO/7IoMuhegmVvQslCSPOI69B+o3KyFlj/PeCK/wAFcP53ZQcfWr6ADT6oFHm8fTfiOQnJPm6kYTaAXDRCnEuMQHwbr98KT10EXP5nZLCp7CYPsbBrjn0jHREGGovtnWzpx+er5/nn3yElJcDXvqbDaOxCNJMVaCT2kuisi4dA7pUIH3kVIWuvIaXPQ4h1ZwL8Ulhs5X+BFxrlXNmPwZe/LJ6ssu8Cv4Zzgvx9pfCJvcuRfrPLx4NSw2or0qdDEeW4HqhVqkI+DjR/Da2YlgMta3/7YbZfb0J2YmdhxGIxFi78F42Ne7jlligZGQ0I8TVB7GXxWmwS/VbTgbR/JUT+goTy10CaBVmgVJm6uebHwLVvgK4Ubv6yeEoUZaXWV6/6j0Ro2leiZVsbZNiYkK5mtZyP3ZK2oEeI4qrL4K3RwPl/RivmphKPLZw8Y2Ug6Mtb6GfFigUsX76CK6/0UF5WJ2stkAnshn8Aq6UtqryIDJoHkYeAPwFrzdgdYPgeqsuOVQ8BX94GqU741pli7ajhRyXJd83zElnpeg8ZlqmAWUuN+hjkRfDL9Xcpp1gBbDoPPq4AxvwNbaaaW3meNRx5TaIT5yGJxWIY9Pr4+izrt29j6TvvkT+omBFnjcOWapOVX6NR8kvyMJqNmFPM2FLt6PVGHI4MBpUXc8a5Z1AysoRIKEJ3lzceOmmta2Xfjv2kZaUx/orxDCotU3IldOQWFHDGhDPJyMsgGAhhtpp73JvRYiIjL4P0rDRMZlmkzWKxynowoQhd7i6aaprZsmwLNZtqCEUiGM1GTBbxTDQ2tOINiOzRJXh0jgRHUzK9oqKCqVOnMnXq1HhOR0VFRfz3geKkIB4ul4sXXlhAQYGeKVMmoNNFEF/739n7e3h1qiibW66GiT9FFI5iYbdPgU2pysJwI5QTbhZjb8FG4Pc7gS44+y9SFfAc4Gv3gV2rlO4GCW/agKky9oc55DLdtcq1zoIJP4fJ2aJsJyGWAy6QUa+68NXPlmPfUEeExHtK/C0RB+YzhEIx5s17Gr9fx223ObHZOpXtgxCt45IZfA4kD+YriOt9HlLGoBHR9WqlIyVZLgeJpLAXqPovQgruhLT/BcZB7CcsWqnNvt0N0sZdgFP6zA0iReuRWPZUpF9L45XURWnG66x4kVyCNuUmez97f1ZsX54hBycS7733Htu2bWbqVD2FhTbkHnOA5VQVwrJMeDEKX78SSmYjjd2otMkUaLNBZwAZK1Zgq3DqxWuAf1YDQ+BL/4BbimXRo7MfBoM2GbkW5GRB4BvSupkoVVN8SKedAcPv07IE1FQcmY5RhPSLGuJq5cA+ObWwffsO3nlnIeef38bZZ6cosikXWElVQTcfZMIzUbjhZih7EhEsjcorege064Iif9Qw5Qahx5/uBh5zA2VwxmNwxQghhWfcByHhE2puKvXIK/59GaE5CCdv8yL9NRqG/REmmBQnl0VxlOhBe8+9SN+oXttTK8yS6PFoaW3l1QUvYzZZKSgow2gykpKWwt76JlrqWqnZUkN7YzsNe+ppb20lGg1jNJkIB8M01jSyd9tefB4foZBM4zKbU9Dr9TTva6a9qZ1Up51zrz2Xcy4/n7GXnM25155L1mlZRMIyE0Y8JeKx8HZ2EA6EMBgNGM0mDEbZFgh001LfSKA7QDgYpnV/K75OH+FQGK/fjy3NRiwWo9vrx9XYTkunp99aJYcDg6F38TAzBoP50AceQ5xw4uHz+Xj++f+QktLA175WhtEYRF74QvjVJgLAZShzRMYgWn8f8FWYeJ8Yw1UoY92tfMnUcq3WBICn/wNcBI7FShb3SHhAGfjAuRa0KWifwDgT8IrIADOIwFTnyN8A596qLouGMnmiCi3bVZ3dsoyTw4V8KByY1xGLGVi48HUaG3dyyy2jychoRVrDSXzq444mcTR4kQIrtWjLlKYiTHEe0m6pyqFp0oRFZuX/j7VrSptZ4RnRXU7lsPEg3oxqoFO64lXgnpVIcm8jYsJ9H15USq5vB3gI5IUYgtYPWWgLd8GBhKuvhNJEnFhBvGLFCpYv/5grrzRRXp6OPGkRMBIW+4giZPgs0DIIQ8BkyP8x4FcIOmhL22SJokoBmuqBJU8h7/KLULYcKIFHZJyBsiijD1Fmr0p3j3te3o4u0Jr2TLB/Cy78KuhMkvstqzfuRpJCupARGEGSEk6FsXIg6up2s2DBq4qn1gHhrZCiTF6uDGJDJgyPB5ExpcijXwO5P5dzuIBISPliBZSqvvmArw14+79IP8+B4sVAOjyile4oUk/iBt6QPpk4V87dqG4DYRrfgnNvh1hAhieXg/RJPvJS1CCduOyYttPxgOoJ6O7uZt68eXSFwxQVlZOZJzkXRqORxupGAr4A3vYuIuEI4XCQYFAKhXk626mv3kfLvhZCitdCXXNFVqYVdHu7aWtqx5xi5vQvlVI+oZwURwodrR0yAyYai1c81en0mM3WeKVTvUGHwSix51gsSigUxOfporWhhXAojCPDgdVuJRgKY7VL7lB6djoNVfXsc7mIHAXhUNG7XPrBcj4+K5xQ4hEKhZg3bx5+fyu33RbAZhuHMG0rUAJfEYFoAHK/ijbzQfFg8qjsff3ZSmzfigjEUs35EQP4r3pFJyL03HHvrhVkpPrR6nWPl/93oVj0ryGK1Srn3vs8PIqIzT/9A5jxbbTqSn7k5Ms4cI2QE4H+BHr/oRexqjcxdWophYUBhExZEXIwBHDhukR4gwlEeL2LVkmsAukrtfaGB+nEUZB1HnA6wgwt0DN0EYYSkY8KxyPt+wjZVGpFTFdO/RWAO5H+fgK6Q0JQVyBy9s6XQGqqqPMNQUS0SjxUT0dvT1CYvr0gJxbbt2/nnXfe4vzzR3H22buQhIx85VMOZygREBMMuxqpu6HWQdkFPAd7fXDmZZCWRzxnhhHyultRxspboK30q7zPHjl3FpD1LaQZFwNdUHiGnKsGKLMgHVCtHDoIql6GX4Wkm576I/Cjnyr3HEbiOOnIhOyTYawcHlyuZl54YR4FBalMmbILne56MI5AGug8GKLYLOkw8mpESKmvey3wb9jpgrIvg0Hh8zQCo2GCRaSVCeBD9YoB7ROS4ZUPZHwfGTDvAh4oGyIH1gMjM9FmutiBsbD3PzKhxQf89ffANxeirTKdjVZjRfVznRqIxWIEg0Fe+r//w9PVxfAvTcDn9pOek47BaMBpt2G0GDGYDISCIdpbWgmHg1JaXW/AbLbgSEvH4XTgzHMSDUcwGEyYTFZCoSBBv5CJaCRKV3sXer1OOVZHNBIhFAhBNEY4HCHg92EwmLBYUjAYjNjS7BCL0dXhI+gPYjZb0ekMRKNhfD4P9lQHqZlS26FuZx1NtU2kWiUUY0u3YUmxULV7H4FQSGa1HEWl0YPleBwvnDDiIbHqhTQ2NnLLLU4yMlyIBedFRNxIOOsSisaC+UIkc/sZhObXw/Y/wvqADMxPV0LaefI7biATzjxbzhIFWcSqB4bANVrpYS5Xjvsz4IOdy4E5UsOn3Qur3obYA4il8jOpBlgE/ADFmFionreMnjkF7x+7BjtiDCSnQ4NY1cu58srzKS83IIIuHXmmwah1ttcB04bASBNSvcuKNHYHIm0z0aoxLkXjLucgzMGCtlhL/H6McPH5nInozZI7gC8j0nUxQmAQw/FM9QuAQXjof5Cq908rl2PvImUHtV/q0GZTHCyZ8OiSP4816urqWLBgASNGjGLyZD/yDKqVWgiUQf4FlHwLuAQib6IVNN0MNY9De5N0z973kDihn/iMh5Qp8rbqQEJXeNFCIeUwWbZPykYGjEESugnBB9uAR+VONgVg+9OIt6kF2h+SV6MEqWQaAWU+ejbyLoWV74UMfGn2kwPiqX2BlJRUvva1PIzGJjRvzkj5lIyh6CqgBLrfRGaoGIDNsOqP0K4k4DZ/hLy4EaShc4AbZFcDSIg4/u7agXFQIcdOGALcCqRC52uAXurZMFucXqtcsPNJ4AGgHmLTZQLfGGR9GBMocbhytAT5IYgFcTLIr4EjFovx2quv0tjUxJcuvBCvy0d6bjomiwmTxUS6zUZ6VjqOdAeDygdRNGQwFosdAJPJSu6g08jIc8rU2MZ2XE0u5bxRqcHRKV4SHWB32ohGY0pyKOj0eqwOMXD8XX4CAT/RaASbIxWdXkdbfRtBfwir3UpBWQHFw0pIz8iSFW+zcrCl24iEInS0dODv8uPz+Miw2+O5In5fgPrd9dS0tKDjyBNLAYwmY5+f44kTRjzEqt7G1KkXUVi4FhFyapLTKGA/3LyY2rWIJ2IoQiyCwEIZVGNsMmbsAGdC+38QwWYFvi02ISCWMSA+iqeAdPiJKK+s2xGG4hYiE9sAw74sS7N/gujRUSh5BQDfhUfOgLu+J/KhC5SkBZArGtEU24Zj1FpHg4N5PHpuE6v6Hc4//3zOPnsQksXrRUiHA2EKBsAqCfFDkbW8xyKEYi3y6BsQGaxm4qszI0ALQFuBs85A2qkKmS+4A7gM8wVgvxKZDm2WzZtqgRVydR/CQXkC8aj8HM68HX4wBW64HcrOUlJ9P1CfTGU4XWjrzSTmcSSiL0J24pJKJf/pBQoKCpgy5RJ0uk/Q1gfKQhSEDxYuZc2TwBIwZCLhqRZAWf8mo0jImBnkfZ2NeCaiQAUMzVaIwbnjkb52KzsBN8pV+AXSsC3KAoD7YNIF8MxyadEIMHwU0lROyJgOj5wH35guStIDSgEJC6KcjWg1MNZwsnmZ+rsfzVMb4Lbbrsdm24w8TzbSQOMAP7yynk/fEpmSYkFe70ZgjgyDjMHSylkgnfQA4p0KAZdA6hDlDsadj5ABiM9CuQnK0pEa9/mAR3J72So1i+ZsE66uB4adrhyaCbofw6zL4Bv3yU9uUCrZO5RrqO+/kVMnXCxYtGgRO7ZvZ/LVV+MJxwgHw2QXZAMSrgiEQtTtrKOrs4twKIw93Y7FapXE0rRUUjNTsTpSCHYH8bZ7CIeD2Bx2DAajsu6Kh5A/hE6vx+F0SAgmEqXb243RZCQtM5VIJIq3s4NIJITRaIonh7btb6VuZx1BfxCDyYDd6cBgkJBLl6cTV0MbLfWNUmzMZIRYDKvJhN1pR6fTYbVZcLe4qW1r6/f5BwqDydDn53jihBAPzaq+kvJy0BaE8yJCaBzwR+qWwGAnUKxs/gYyLSIIGQ/BKp/onTMdQI0iDNchAzcVcm9WFJDuJuUEL8M1f5MTjbyEcwuQsIAeKBD2/zbAOTBJmaL2CloSKrXAJ9C+DZgnjvwo8PFHAL9DFFwe2rLTjSRQlhOE3vkLiSEGVfCHE6zqEUyePBkhHYn3n4V4PnxQX00ZiOJyIlopFS3Zc1DCISDNoVa4zEHy7vQgCmgNhH8Df6+Hbb+BjQ9pi8JZEKJZovRxFMoc8oYYgGX1SCJrSLmH8UAN/GmdksvwGsrzZaG5kvM59Gq1ieSj/5DUZw2xqp8nJSWFr31tKkbjBqRPlHyY+Ponr8BGGDcCGArdLsSLtxjwQ9oDsKxOzpl/OrBBSDbrlQulAl9Vu+s8pK3WwN3/Bn4Mw76M+TxEL3mAQaIn1wSA8dLlqcjs0L2boTuKkNBPEG34rnz1AzV/AJkDXUR8HROWIRa9+5i239HjwD7v6amdSkbGDuTeS9CK0zmBJ2ELnDsKdGdBMIB4ml4FOiD/ASHTBsAwHlgN230IaVfroVwHZguIPMwDauAn84B7YNyXFLcg0mwFMrTWBIDRUnolB3nT9+6BSAAxAj6B2HvAYrHnANY8DlIIJEu5/80ItT8Z+6RvrFixgk+XL+eyyy8nLS+PjhaZfmp32tHr9ZTk5tDm9eJ1e+n2dLN/Zx11O+vwdLZjsdjIHZyLLdUm5dPDEZmZYk4Rb4lJppRGIiG6PJ3oDVIiXaeDoD9I1foqvG4vDmcqkXCEQMCHXq8nHJYZEBabhe7uLjwuD+FQmK4OIT4g+RZyHTNWq50URwoALXWtNHV0UJSdhcFoIDVTamu4Wt2ElenCRwqjyYTJ3PNj7FWO/bPGcScePa3qsQhdcKMpwjLEotshr3wMKaRzMyKn9iEj6mYZimNBZlXUKxZVDYobAhimJF61vQhUwT+eUJI/GuH/FmtVLwEMMtaDAC3QWCvCdSwSSdkNrPotvLhOWV7aJeJFDaGyciFyR0MQAlWHMJXNx6bhjhqJCZM9v7tcnQlW9RRlVtFmxEOk5kMosV/PX2j8p0xKIQet+JcP0Yl3IRLNhFi36toeqcTroVCknG7Begj/DYxny7n+jSxmMRyxytWpLVaEL5iANOE1M20w8ctIosk8xNxWGEkWkowcWQiyrJbqHWhELWst3xPboj/Lzthrv+Pj+dCsaj+33XYbNpsNcX23KfdiRRrSAayLv/J8G1J+jAyh7cpuN8m/JQDnAvsVMr1beRwD4ARLPsgqLW7Y8hNl8cQa+PAjaXQfMn9WOb0ZwCXhxgLE6aVEYKj5I6zZDI0heL1WTpWF5CGzbB7a7KDd0LkX6ZOTZaz0D81TO5XCwkKESaiGk5qADbAVn6of7gXzA0h0aSsyZm7QllVhFFClkOVdiPzSI8S7EOBZoAk2/lBJV/LDhxulUVsQmRjSSqzgkrdElY+VyDCs+T4sWy6HLFot++Yo23lzJ9osozWwPogQwjW9WuDk84CoOuW888/nrPHjqW5upqNViEckHMHutJOXnk63P0BEUfg+n4cuTycGgxGLxYItzYYt1QZAt9eP39eF3qCXmShGI3q9eARCoaDMOnF7CYci7Fy9E1d9G92ebtrqW/G0d8ZLqwNEQhFlkTkTBoMBvV6P0Wykq6MLg1FPVl4uucW5FA0rIqswi1g0RjgQItDlZ39DCwUZGaSkaovKdXu6afN6MOiPXHUbTPo+PB7Hlwoc16sdaFWHkRc7D5iIVgXUCTvrZdaJHSkn/BjwL4i8jYzQYfdR/FsZp2oS3SCQWKlduWAO6CsQj/E/porg/AYwyycSUK37AZAKJUVKTNUn8nja83BxrJgfVGhV1G9aAMW74evfgatsCWkKO6BnPQ8rQkBOlmm1faOnVf01tOncatGtfLRpqcDDwu1GqrvNUz6vQrAJIq3KrgVobmM72pTaLqT/6oGdCNnADtOulN8UC5l3kTiXTzlmBEJkUhXu+DvgD4jLKT3h/OfAN86SXa8HmPQJIkzzkf4wIk/Qu8hbYmKpSrb6grWf348delrVt5CRkaHc03bkYUciijtP/jZVC5EIAk9A7I/Q+Sjs3QY19cDIayl5ImFGS0iZZaF6+/zK6cqBx9qge4JopxnAr5rF+L2ceJ0b2uSwLoBqcXzdORsmt8DdZykTnMph3L8h/z249naJyqmlQcSiUNo41qmslxTm5Cq8dyB6emrL0frEgsgvJ/KyF0GwmiaQ93M2NP8G2n4PVdtgTSswZjL5zyvyKwCYlZl7k9DWi3IiZOWvbvBeIUPy+8DvOrU+aUQ6dod0jRugWjjlXQ/BxdVw52BxQJUMgYlPQG4lTP6WDNEOEqbj0iQfb6e2+sMB9TxOntwn6KlTLr30UkLhMG2tbppqm3A3uTEYDWRlOwlHIrjqXUTCwgbtqekMGlrCaSVFmFMshAIhnHlOsguzMadoU0tDgRCBQIBYLKoUDIvS1ell00ebad7bTNAfpKi8iOa9zWxZtpXu7sQpr9H4Oi96vZ4Uh5VBwwcx5KwhOHOcODJSyT89n0FnDOK00tPILc7FmetEbzQQiUQJdPkxGw2kOKSiajQcpbWuhZZOT7xI2pHgC5Xj0TNWPUXJym1F4vslaKWTxwBN8GvRI931sKMKWfNjm4yz7XXAoj/ADEUNVAJmONcGXInmxYgqp/TAh99FRtoK2PJTtJTxaMK+t4nspUWMiJ23Qo1uLxTAN2KlGNYhGVlnICP5HJkqN/MS4OvnKxcbjBbCKEeE6clnJYBqVc/vZVUnvoBZxBNgyAZaoUqe5j1g+1Lo2g3tO6B9t8yoMAxGPB61CIsbhDCFdLSVZjfIqViFOCSWLQbaYDF0+iBSi+RnfIyWcFeOaK9SReF9AHhgbwj2r4Qt34dF34dnfg8z14mXqhGYvxjkHVOTGfPQkjP7Q3/JpcenHw+0qkHueQfi5diBvF9F8vcZudt9u2HTDtBthrQdokZWATz1OlyrtNu7gB0yxiPsQw3tSkVnYdjnIVb4CtjyENKXu5DxEpHdc+9QUps8wnf2z4C9OcAEODM2RcJc90HwMqAR0mzSA498Gbi6GLnjfNDlgm4YokW3cKILtPWHnp7as5Vf/UjjFCH33qp8t8NvpbnqtsL6HZC7GbI2i37fAPC7RXCRslLNi0AqEs4ahbbgmxVp3I3IgrGjgRWw8+eIQ3UfIscUw6vkRsX4csud7X8ImkuBS2Bi7MvwTySP5DI5NsMhfThnMBKbIQ8oBEcunF6MVJk7efukt07R6/V0BQJ4XB46mt0485wYTQYGZWbS5vXSvLc5XqI8Iy+DsjFllI0pw5HhwNvuxePyYHdKQqfFkkI0ElUSRbviFUZBZrL4vF3U7ayjYEgBoWCYptomAgHfATNEvJ0dRCNRdDo9KEmm+7bvw+qwMuK8EeSX5uPr8NHW0IZOp8OR4cDhtJNbnAs6HYFQGKvFjMEk5dQbqhtp7uw8qmm1BoMBg7HXx3B8czyOC8050KpWL7sBzdxahmbFbYEF8TXFKL8LOONhYBSF1deLB+MT4C2FY4QQn+E59CQdfmR1VNWr+xJaMSU3IgVy0DwkpTCsALgALjTBC++JsL7LA4Sr2XmWhM3vtsCclWK9fQPgAz0SIlJDRVZk6yi0ktAn2lJIVJrGHlb1HXfcoVjVifvWIMpuDVphISO8ABfcA1deB6eFgUFgr0EaphxYCvtrodCNKDY1VBJFOnMDWoL+OugKgj0V8Kykq16sNgNgV5Xgmcqlc5QNekXh7QD+DcXZwPlQWA37NgvZsCH68Rpgmgm0aafqNE4H2ruX6ME4VB999n2oWtVXXXWVYlWr2I1276qX0Am0wn/lzpqBa74CjHwIyGbC1nuZ8H1kiuwcxajtUg5tQvMoqaRQBwRg1QaY8BvgA1GrI3chTRdCXmkzMFxp+/PgiiJJxq4B7twE4CdSLvr0ljz403sSUL0J4P9AS1ZWZ06EkX6o4WQk6Qd6alXUoE093ozc+9VAAF6W97AVuPIyYOR9gJ0Llz/EhfcgyRcLlQmrBuT9rkf6RY/w/QjS1kFYtRIm/FqOqweGbUcGQghhdKnACChOBy6HqwbDW2/KG35DNcB2mi+RPJw7s+Hh98Re+wpIuYEUtQycmuytvmt1nIx90pdOCYRC1Le34+/yE4tBdkEWJouZvPR0lu7cic8j1WjMVjPZRdnYnXYMBgOxaJTO1k687V6C/mD8GrJirUBdOE6tdxGLxfC4PHhcHrrcEug0GEzodFL3IxjsJhaLEomEZQG4YDfuJh3RcBRzijleo2Pf9n0EfQHsTgctzS0EA0Ec6Q5yi3MxmU00d3aSl57OfmMDaVlp7Nu+j1aXVj79SOhCXx6OaPT46qfP/GqJsepvf/vbilWtQlVoWcgQUWaFdN/BCwH5pXAi8KtS4rNFTr8EnlgDf+8k8pAS6rgdUWypCafWIyPrY8AqAnTLQqUoD1JfoPRl0H0PzfKLIIUiFCHgRyI3vHIl0IaPlYSAdwJaBOEDYIQuipVnGRl7Fa3wThiRCBs4eQauls/w3nvvs23bNr72ta8lWNUqQXIj9+1E6F8h8ZkOzyBapAv4IzBOcZrdGxULbJ4cXZiDmF8uRLGFkO0LwRWSfTYqm87dDowXEb4Lxb7ygb0DIS424nUhcMK4wcgUjbGIIrMDPxOBrE5kGYR4rWVxQNULVYYQwhI04tGfd+OzRN8Jq31b1SrUPAK38jcfcfH/mk9r5PUfdwfwK5DOqZXHfBr4AcxfqUxB/i7SJ0OV04QQ7fghRD+Sry3AlkdlbOmBLXWQNQ/yz0YaNhUZK1ORV6Na/p0C8MlkYBQR3sYGzG8SlWxA+M++AjCxlXuarofcd5COVcNb+zlxY6XvPulpVV/bq35CFdrKx2oelB34FitdsmXMVOC36vmXSQzwWeCH8Oxqpbrrj9H6xIYIqGrZPbhGhk09oH9cdrECNXWg/w8Un0fPFZ2/TVzsqDlqLDkf8GOnmRzghVbxhAURe8F3Fthw8T8tUyH7DTQy3oq8d6pxeHLgYDql0+/H3eImFo2hM+hJzUwlGovR3tQuCj7djiPDgTPHKaQjFsNis5JbkkLb/ja63F687V58Pi9Go5lgsJtoVNx8spy8fMxWCwaDgc42SXoyGg2k2G1EIhHCQZOSWBrDYDAS8PuIRqPxmh+21BQKhxZCLCY5HeEIHa1KdVOTEb/Pz9ZPtmIwGTBZTYwdVoZOr8NkNhLoDuBxyTX1R1jLw2A2YjT3fM8jsc9RqKXvWHUiWtFqRED8hW+UAXNlCbAVWgqraXj5pzQ0PEbDDxbTYOmk4V7hFa8BDa9CgwkaYtDQrnxaoDYKNWb4wCeDLB/I+p5cpR4ltvmq8k8EUXKlyCC+UgZ54XiAMDwspOMiNMfjYODrFhhXrliTP+lEBJc6ncPPwfMFjic00nFgrDoRKvnwI32jClQjsIEFD8KHbbB2CTT8ERoacmh4KkqDAxpug4Yh0hYrm6ChAxoGQUMKNISgYT+8GRJduBeJjteCaMTs+zB8ReTvPuUTrEeMylS0PJF0RKKOAV6QqUiR82DRYjnNmUh9lX9lizX54uMgZLCIeGU4RqK5XRIHXLjX377w2fRl/1a1ila0vCGVMDkhvJNznVAwDFpegaWDoeGNP9DQEKThd7CpCJ57WaJfbwAN/4WGHGW8RKGhGxrcsGyztP0ylByebDD8Vpq+BckpbV+JNmUaxMM4BDhfxkrGrch9/e0P8SjAPmTspSIej++iVBl+BKQz1ZkUoK0ycqLQU/geaFWrCll9B/wJnzZEjmVDsJqzU6GgFFrehA/LoeGlP9PQ0E7DQ7B2FPytUmyi54GG56EhAxqsyscPDV2web9QsUWIg2+cBdJ+Km3pVq66fzliCLQgPFRZOoDLRIaar1Tu85draUP6pAYhqiVIf/wIRfL+BsQdloWW7+Tm5JBfgkPplFA4TJe7K55bYTQa8PpleXmzzYI93U7QH6R60y7qqmppaWhk3+4atq/aTPP+BnzdXjBK2XOv1013t4dQKBCvcOr1uvF1d2K2mIQYmE2kZaWhNxowWUySSGo0YLFYMRhM6PVGQqEgkUiIYLCbUDCMLc1ONBKltb4Nf5efjpYOujrEaxIOhnE3u2ne20xnaycNVfX4gkGMZiM6g55oOIrP000wHD7i9VqMJj1Gk6HX5/gml36mNEeNVfe0qvuCKmyMwEvwBAz/CnQUwpYnkPG8aQxsMkITRIKiVAovASKw4SOkxGm2cpoI0ALbl4HbIbM3G4Gs3wI/G0v542vxK7utqYNxO5BRqM6ccAOPKwJyLFC4iJ31kqrwASKgRyA1DLgZeFCZUVOhPk8JolLVGQgnT4xUrOrKfqxqkPttRBpzFOIKH4xo/jfxIw6hVVmw6kPg103SPyGo/1gEWCfitR/8JlLDW83bXCe5o9VoswBzQDxWZMEvwfSaVkgbYPhm4Dq0HITnYP06GPMV4G/1vPV9Uah6hHRcjkR81rRqlaJpfRay75Rr0IqIcQdaEa7ExNLeHpDEcMyxEsAHs6qn9FOV0IjmeVIJ00swG2zfA9M78OBOaQP96rGwuh5axXNfB4wrhsBQmLMEmXKuOhqi4K+FxU0wVgeDY0oN0V8B91zC0J8vZgPafJMblKnq8YKwHuAJJcKZD5S+TdUeMb5XI/pwAvADPXAzbHle2fcboE0H7lK+n8ix0rNPDrSqzX3s60AeWg1/XQq8BI+A7ZtgqoRfdgvN/XDrl2CrFbqFdO8HzssChsOc5cBK5B1fC4QgVgPvN0KRAYZHpB+5H3iwgJLf17MV6RM/cIsZ8UTlI1zOBTwurWouAArXslPJLF6CjK9zkHQ13R1Q87TiLL5dfaYSenoDTx75peqUm266qV+dIrUwZAZJqtXKnpYWOts6SctKw9PRScAXZOe29bS4aiVfo9OHt91DLAb2dPGedLo8dLrcxJQqobFYDKPRQne3h2CwO15KPfO0TFIzU2nb30Y0GsVkNhKLQcDvJxaLEgx2E4mE0OuN2Byp2NJsGE0GqjdW07a/jUB3gBRHCkazLBbnamojFAqQ5szAnGLGYDQSiUYxGg3ixdFBLBpDr9MducfDaMTQK9RiiHxOQi39x6oT4UWknzoZcDBs/CF/+oMI0MlFEnw51wvlZ66Hd2H9i9CAVN3OXQzjbkDGew0wDdFAW2HRf8V6O9crCu7rBcDPfgRcTuEPr+DDv4hwDAFd/wF7AYovGtgt5aXzgDVzYdwZMMwPb7lEzt4MpNyBSNQu6GpVjrtCFU5qsyZacycaYerqGlmw4BVGjCjvx6pOtDztyl8rQkLaYH09990IHZugbpvor0s/AZ5DunEOovW3wrYgFHVDajEix+pg/0finD4X4XM24JYpwNXXIjGU+7jw6j8w/01pZxNQswNKKhG3PsAuIS6e16DlNUkDuQi4BDH8ShFPWAuaHKYayHYmPF+j8mzxSaj0HXLpTTSOfV/2n//UF4YgNusSwA57H+KVn4sD6N4zhCtcDJwxbC38Cz5dDHsQ+njmXhg6CQnqVyMu+RCwFZ6plFI5U2JCGL9eANxzH3ADuT89D36vEcHgPDCXI4rOKsfHmqSvtv8Rhp8OZQXwWL208BSUmmSXALuFjpsAxoxFa3P1HTs5cPD8p0QYERU+GHGdWqDhId56SBT5vcNgJuJnO7d4I8yFT1fIyBoNjG6D8mKkA7chxKIbWA2vLJGfb47IO/zVbODB7wITsX//NlmzAWnL4Dwwj0DGnpP4TPgAUPOkzGYZNhj+Xivj6ipg8igkEb9OvFIegHFqSFt9tpOnT6CnThk+fHif+3QFAhgMBilRDlhNJjZu3MW+7fuw2CxYbVZGjDoHk9VIbnEO3V1+2htdBLOCxGJgsZnJyM8k4AtQvbGK7u5OYrEYJlMKNruNPXs2kXfaaFJsDuzpNnKLczGaDKTnpMfzQ2KxmIRdOkOEQn7leDNZp2WCXkft1r10ub3EYpCamYper8PX4aPT3U4w2E1KShoWmwWD0YA93RafOqvT6wgGg+j0R0Y4VKhejkREIp+D5NKDx6p7ow1NwGfDVi01IFIHX0IG8Wm3AgatvqkNGUxVr4iRMAnIMgAdUPOYxDAzkeMngDJT7xbACH++j4t3/IHGt+U8bsC+D414WCWnawSgmw48B/N9cl9XfRlZRMSEkJ3lIpSdgDaHX8UGtKJoJwpixWu1OoqYMuV6pVaHir4UbgCxfZUYx56pvHiW6P/08bL6uge4YCOUnI5kxVcimuurcJrqks9GXE57pQtMSBX0XGQ6Mn8AEd5GoBxeh6l6qbKupt2oKxHjB6bCdb8Rr0o9QjBuqgCC4PxIiEfZlbDsbZhoA34PnH0JmiAtQUT5EgZGDD+7vjt4/lNvqJ4ONfRlhUpRYJ8AF7fEFz1l0h1AjqQ51iA9WHi6WLZbEa+QwQwEwP0vIYNqC40H2G9GXnInPPIXJm/6IevflPHkAvJXIWwGICrdnJsOuVOg+2mZXV0O3HuJckIzUqxstxwm4tlKT0u6Tvl7IseKYGCe2jDaSq77EVJohXeFhqwGLqwV46UKuOJbkJIuvG89SrH7UdA2T2TVJMCcCngg9LS27GQeivzaC+KSaIK//ogJ2/9M5nvSJ24g91NkGEWBLgh6IT9PTtw5T2hRKXDPl5HCY1bi6+qMQF0w04nWD6DN/Drx+R2Ho1N0eh16gyhri8mEt92Lv8uPXq/HarOSYpdqoL72IDq9AUeaE7+uG4/bi7fVTzToJsWRgjMzm2hrGLM5BUdaOs0ttaTY7BQVD8WWamPQGcXxJNHBI4oJ+AJ0tHYQCYUxW82Yui2Ew0HUkhv+Lj/dXj+d7nbsqWnY0+xEIhHaGl3KQnU6zOYUzGYz4WCYWEoMg8mIQadDpzxPqjM17hE94uRSswmj2dTjt0i0t5H12eKYE49Dx6oToQoZVQCFISpJbWdeAK8vldjx8FuB50YA08mI/ZCMR4FfQKwWyr4PJY+C4QxEwBWAs0K8IVMiYg0bagHH/yLV+S4CvPDWJeT/bTG8JKuPYEeo/2BgBOQ/gQzi++B1n3JP05GlP5cDr8L+DlG+9cCkcpDiEmqiHCgO0hOOg8eqjQl/VTjREsqUnILHJcz0KZC1WhxLFwAl5yENYEDW6HgUYYKDESmbBvggehpsORsurYdb6kBXBPwEKMtUrumV6+keQhebzYV/8MGTCDMsRWR7FjAWDK9BRg3Uf18E7/pKEeQRRMBevwQmliPTWoajHKwSQItyPQcHEkW1TeDA4mLHdqgM3KpOvC83SqYS4ISgNP3XLfBMq+idCbcCz+mBv2NmLsOq1sJ3IFgJJV+RUJYhj/iie0vPgKE++LYVzF6UsjMvIFPAyuTSb/w/xvzhbxLTykKm27qIL5qY8ajcTvftskTMaODc7yPs4zloWy75PCUIFb/+PIBfK8/kRZvT25fX6fhiYJ5aFV6E6g1B2qpIQlfAN9JhTofwrmsvQ5I5su/DwJOMW+OC+yC2GLJuhUnPg3kIcuBg2HEepDXCXSlQGEMGXcpfEPlSJJd+92bK/jRP+HMq4kKsQQRmCZifALJg/40yJs4ELvwhwjKeg7aPJJG7FCFJ158Fki3eRc+Cjg5OdJ8cjk7R6XRxj4Akc4rCDgfDuBpc6A1CPtSaHSaLSWamdHTRVt9GU20T7S2tREIZhINh9HoDkUgYn9dLS2Md+QWnY0mxMHjkYBzpDrrcXkwWM0azidLRpdRsrqGtvk2Wtw8H0emk9kcg4KNujySIOzOzceY68XX6cDW3EA4HsVjs2Bx2UjNTsdikrkhGrhN7mg271SKJqJEoZqsFvUF/VHU8DMYDPR7h8Cns8RhYrLr35a1oCsAPF8n4OfMiuPY8YAE0Pg9tz2+lgB+ScQdS2EgPr34frl8FhkcR4qAHnoOla8EyGC4YAYYhiFlc/xOREc63ZYBnAv9Pmau2Wi7Nq8p5voq2uMQguLYGKdxTCvwb1q+Uw4sXA4/B8KUo0wRVQbUDLSbfyIkcuKFQjHnznuvHqk50qyYqV9XF6tA+epFvtyFqQnXPvrMcJpdLn2UCGVfLhvXvwZgSJIkjAFsHQcvFcP3toEsFHkTM75ddYP2FZPI7EZP4tBEwdascOwI4OxeqmiXLLh95ZYbKip8jQchNJ+SvhpomtLxYt3KjW3bCyDa0qY9OtKSeRCTmefQ9y+FYYeD5TyrUe8ojbpVeLgr9wmvgGx4phS1jJUoJ38H+PcSjNB6WVMJkNxQ+QHwGhPsTWJcOk/5HIR2lSJutnyqdq+ZIjwLu+zIM+kjGylCkXeci5K4EiEDKWXD3LiS+kAf8DzzmlV0mLgf+DYUrgPkoO6h5BNlo/XLiPB4Dt6oTk5DDyDivk+8V8lqPuw7ubgQqZWG+6hwYyh8ovBXhD6OhcjFM9oD5N8jg8UN0DSxJg6HXQWEq4mZtBFb9UPrEiZDGscD/jIWCtcLmBiMhtMeQWMpQwCDJ8ffsQhI6CoE74OGQEgLbADwJVy1CloCJl+F3oMnlWgY2Bo49OYfD1ykGvZ5uTzcelydeeyM1MxVbqo362r0EqnxYU+x0tnXSVNNEisOKIyMVh9NBenY6vo4ufF4Prc316HR6otEIdnsqvlAbqZlppKflYE4x07KvhQ2LNxDo9mNPsxMORcgtziX/9Dxi0Ri+Th9FQwaj0+loa2ijo71NyfXQxxeDc7taicWipKVl4shIxZZuo3BIAd1eP6FgiMz8TIxmEyaDkaA/RCwmXhOT2YRBrz+KHA8Dhl4hXYPxFCUehxerVlGElqUPsAUKSzFRLbU6zgLGQP5PIL8ReBu2PA2pT0NxkbggtyyHkdcgSmozuMth3USYdBGYtyCDdQfa/J1G5a8bqA3Kdj8SXx3zXeBlWNYsgzgVcZKgHP8urFkpQ3FMNlKz4mVxlV5/LbBvCcJaVIF6YqFZ1U3cccedB7GqExUuaJ4ON3GX8o+g5A9S8PVhG5w5FC3lwKXYxm7oelOy9ceA1BmwQ/RcWLJxNEO/ZKFwZJ6cc9LbUsxqM8Jk1JjXfsCwVQyvdUhiKfdAWQTK/gh/94mCNCAp+X7gdvivD64/HUruQ5OfPuVx4h79MJpiK6Onkkt8/kRPx7EnI4dnVavIRwpvqKFJP5xeTA57lZrXoDsd8idBvhXYBJ2PQ9q7QItQ4vUfwZgLiU/ZXFoAltPHM+HK1UKcuxALOoTExDwIEV8BhD7SplJcAGRPgf+3BN5xCbHPAWahrAMP/Boe9Mp9lRQBD8Km92TzmK8DH2xAWXoOeYnCaAV1BoJjq+gOz1OLcm21IIo6rdYPxQU4qYcFEPGJ4VN8ORRHgN0QfB7MK4Ba6ZOa16DkHES+NMHWPGhxDuf6K7bDh0iDrUXeZT3SN5koVYHXilc2giROffVsYDv8t1NuqxwpGuZXjr0P7glJ144sAP4fVH0kT1M2E1jShpY1bERj8H2hd/v35Tk9OhyuTtHpdGQ5HFIC3GggEo7g8nrJyHNiTjFjsdiIxWJ0+7x0drhkETeThdSMNLIKsjCajVhTU0ixOQiFAkQiYTIy8yj5UjFbN7ZSVjiCzsYANVurCIX8RKNRqefhcaHT6XC1NrJniw2r1YbRbCRvcC7OvAxCgRA7V+9k3+5qwuEQHR0tgMjntLRsUjPTMJikQmlXh4/2RhfRqCxyVzi0kK5AgGgkQre3m1AwhMGoH4BR3z/6yvEwDtDjsXbtWlwuF4sWLWLWrFkAVFZWsnbtWtra2uK/HQrHZA5N3+tKDASKEuqBGVxxOvw1BA+vhIcXQuP3ECH4PRj5KBR/R/I/bMDIK9FWh31Yz9LLfoXFegsTbMgIG4RWCdCEWHFqzkAEUWIVKAtmWYF3YeIDmhNGjzbga7WoZ7AVmh+Q+HoAeKUOCP4CrRaBFcmRcHKiSIhY1VuYOvWGQ1jVfbm41dkeDsAPp13LlYhOecYHP9gAr7+MmHeXAN8Efgn21+CKJyD/ccRSToWtGeNoabFw8cV24qWxQ4j/NxXpFzXTVyUJTkRwbgBRuHbgJukvtf8MQC1s8Um/rN+DhHpeQsICa5H4UCNoRMqJ5h7vq196/6Z65Y4NDi//KXFsqP2XlbDtZ1zvgF91wA864JY98PqTCGm+DtL+giTlOOWoMWcjQy4H3N+4gHV8k4kTbxRvhxWNAKbKMfH4lR/po+HIWPGBZIqsgSseFl2VmKfrB7bKSLAAe+tg+3vyvxvYvhjEsmhF63A/fYe++sOxG1OHZ1UnklBnwkf97Xdc64D7fXAPMGk3vPA4Yq18BcxzEbdhORSboOQyhEjkQ/Rng1iSdhVDh46lUIdWCc+K6P9CRJ55kD4wIWPscpQ1dC4H3ofrvylEsBEtK9gPrJWfcoD99bDlI3lV6pHQC/wVbZy40YqI9YWBjJ0jx5HolFgshsNqxZJioaPNjU6vIxAOU5SbjT3dTk5RLqedXkBecQHOzGxisRhdXW6a6/eza/126nbU0dHsxt/dRSwWJSMzj/GXjyeEh5RUOw5bJsFgN4GAL046VPKiznzx+7twu1voaG+jrcGFLdVGfkkeoy4Yhd3uPODdMhhlrRS9QU+wO4i7qZ1QMEwoGKKjpUOm2/p8hEMRvO1eqapqs2DQHzn5MJiMfX4AOjs7e3wCgUCPY1988UUqKirIysrC7XYDUFFRwfTp0ykrKxvwPRw18Th0rY6DwYGWE+FEBNE5sEj0Sxui12YCe/+CsPgc4CIwzIOMeUi+lQGYAG73S6xb18jEic2Y1eIBKmnoREnn/pEM3LnKydXCY37gzT8jEmKisnBCAgzA+SJ3UxGDw65870LJCg+CDO0w2lz4/hTcZwutVsflilXdV/JQmL6teCOaggM15ltWLpGPT5Cmew74WK0jYEK6sBS4EHEF50D0WliyJIehQ0+nsDAbqILXq6UBEwuDXaScYwfacsCDlUtLgBwYLeeNKJ8QsEtOcYFyur0BaNwBseXKTe4CrjYjUlv1rnWgLcue+My926YvHHlfHplVrSIbeeOMaC7w0bBX1I0eaZLngFVvIzkYauz/SbC/h4Qoc4CvprF06XVYLGlMmPC+tJFTOYlB+X5tJlz8gLzYv0ULRyozWQh+BxmvE8XaDiF9FULGwTe1y+1AK8LpRnU6bqZnYrmbEzFWDt9Tm+gVc6ItzVaEsOTRUCXhJRvSnI8iyc64kC48H1l/ah2S55QFXG9m69af09Ki4+KLV0nzqITcijTk5Evg3KeFLfwPkmvmUvapB/b8BqF350jCj1/53Y9YRz+SKE8B0idWNPnVAhBehAhZ1WPrRatmevxwpDpFr9djNZmwpdro6Ggm5A/R7Q+QlZpKUXkR9jQ7BoNelrDPSiM13YnBYCIajRAMduNqbaRx/z66u8VVN3jkYBxZNvZVV5GbN4im2mYikVA8dyQ7t4BR557FBV+5mOKhQ7DbnUr1Uh2RSIjdG7ezb/s+wqEI9jSZAaMSlFhMKy7m7/ITjci6LgaTMZ4YG41GiUWjdHRL4mlHawcpqSlkZDvj7XQkMJqkgFiPj0I8Bg0aRHp6evzzyCOP9DhWJRtOpxOXK16wgMrKShYtWjTgezhq4tH3uhIDhWpVe5EBXAuEYaQMjAsRQl8OFOvpfzq5H4jA0qW7sVgamWCtlBi0wvL5KTJ+Uv4XuBTehZ2LEfKhKjknMki3XA80QsbknoauHhgBWY/C5Adg5K0iTDsQ2RwBcExBsh2MaGn/ozneA7enVX0+/Sft9fe7Fbn/RKVQAlPhphthjklmY05FcZYP4kAPkU1+21p3mSJMzwD2yyqYa5EGq0UU1S0jYMyVUmHqP8DPEIHqRCTjmmakAHc25OrldlqQ/r1QEozPvQSGfQWKB8shuquBc6BzJcCtiHhV3OFkoeXjkPCciWTj2Fp0h5//1BtORDGr3rQ6wA9XS3SkBCURG6UmQwuiuExoZMAsp3G7J7Nu3W4mTszEvOpdeYkjiLK7DyV/cQZQDv+ScCYPIgrPpnw+BgkrdoH5PlF+fuU6BuACGPY83DUbJk/XDHAXan2Vb6HVI8lXvo/keOZ4HLmnVn1PnEiLG5DnqAG8cLVUBB2KjI/zUGh8I1qfuNHmjOdANHo+S5asZ+hQKNy3SyOBm5HXNwoyT8kKb8On6xDyUYOIznyUKoY3An5Iu0tblc+N9O/5MHwh3PkETLpPmxHjQcQlxrvQPDr5CLHsHZL87HGkOiUajZKWkoItLQWLxYavswtfRxeBUIjG6kY8Lg8+TzfhUJhoOBJX/ioikUh8XFosNrILs9m1ZTM69Hgag3i97eh0OkwmK7kFRYytGEvZmDJyi3PIzM8kPduJMzMbvd6onC/EpqUbqdlcg9FiomRUCWZziiTA6nREImG6u70019dTv2cf+3fVyayYcAS9Xo/BYMCSYiEQChH0B6ndUYUt1UZxVhbGo1qd9sAF4lSPx759++jo6Ih/7r///n7Pk5kpEwPcbjdTp06ltLQ0TkwOhaPSiEcWq06EFTFra5AXXazRWEAMtUm3olVTH4VmhKsJvWrbN4E7907WvbiDSZNex7xL+X0JND4tEdiJVwORHcBFMBSGmZBZGIq7Pr7ewQrAfYcmsEFY0ELE3B+PWHy7Ie0CmLJULBqJkF2EXM2Klhk+8gja5cjR9wrAid080DhsOfIMXuIB43JE4ZwDN6mk7gI0UzsHMb9T5QxROyx5J5OhQx0UFr4CT2/UTC0DkjDyKxBrvhbSRsDlWyVpxoSWo7EVeHsR/GIDBKPSL+pHjyzaNx6Rnvlg/xe88KZsvgaQlUP9aMmy+YgSV9FfeyTmehz5UDmy/Ke+7qUceVkdiFIIgFsIYNlX0VaPHYKmD1XvkOrZs8LSpUOxWNxMmPB/Usdcj4SknoP9ASicjkIsxkkS73LgT8rxOxCT2QM8uxcuukb6Xc2VUuu6XI4QSYNsy70Mpr4nuY8iKUYj5MmJBGQcHM+xcvizihKh9p8VeZotCdvaoEscscU3I3w3gvSH+sqpORcgpMEHW7dW0NKyjOuvXyzjyoCwlxeg0Qv5/wOs7QBGQYEyxfZvyi1sIKFPgjD+h9InqvNiBdInVyEWQxRogYyvwhWV8FSHEFfpk0a02V8OtDyc44Oj1SlWk4nUzDRyTiugs62TUDBMd1CWsu/2duPpcCuK30Ao5CcSESEfTZglotPpSMvIwOa0snfpLhwp2TRV16PT6bBaU0l1pmG2mGlvdJGZn6GEKgwEfAHa25qJRiPo9Uai0TBdXW7WLV5NV0cXJqsp7u0wGs3YbGn4/V1KrQ8joVCA9uZWbI5U7E47VruVDGcqrW0ddLZJPZGi8iJy09KOKsfDYNJj6JXjYVAql6alpZGWltbvsdOmTWPBggVkZmayevVqKioqmDt3LqWlpUyePBmn0zmgezhiaXp4ser+YEWU9Uto07Z2o1sIa6fApCbEmh6s7P4BYsm9IfrH/C3isY+lSwdjsSxgwj7FGokCQyH/IcjfAM8uhK83/BNOuwiegVdCcMPjgB+274bh30FbZG4X2uqQQPAheAJgA5w/DyY4oMsLryBjuxH4yWUgCu19tOJb+ahD+nigb6u6N+nojf6UqhMtyQwgX9rnbYSAdSHlyj+S+LAJyBiMEERF6W3dBS0tEa6/vhGe2ijJpCFEgX0C7XsgwwASwLYDy+AD2NQEtulSiIoitFKnHzcLI81HIyYeRFAHkW03Ai1Qv1DuOisTtEQ5I0JyBnN4tQmOhLgJDq9WRyL6St4bglbhoRWogz9ASE2ujqJVvHYjL+arSDd+EzgT3H5Yt66bSZMMmD/dpoVIBgG/gsLtQtbzW38K2cNhBbwVgqueAerh4zq4sAJZ4dROPLFVzSXY/g9Zzif1ZbjtZSgeDQTh023CWTzAxDtAOrEWzZoeQk8y+Nni8GcVQd99n49o9nEISW+Fv4L1MqQvDMrfVNlEK1qffA8ohOheWLLbz9Chfgq3+uOVlykAHob8rdA2F7L2/wYKH4O1whevXQBUwzu1cMV5aBV+VyDvgl6uU/UP4fiGl+C2lyD/PCAE61cLV3cDE24HGWzr0Qh6Ccp89MNskyPDsdApFpOJwtNPI8WRQu3WvQweWUIwEiG7KJumWilvEIvFCAbFqtHrjej1BiyWlHiORjgcJC0rjT07txP0h3G7ZGqsyWQhFPLjavFjtdqx2Cz4PN3Y020EfAEcGQ4C3X6sthTMKWZaG5oIh4MEAj42LV+D0WghEJDrZmTl4MhwEA07CfiDdHu60et1mFMsMh04GiNvcB7ZqWnsq23E1+nDmZlNfkkeWampRxxmATAajQcYPwM1hioqKg74bcaMGYd/D4d9BEcSqz7Y5UchxMONSLJa1UwVZfIckAVbNkhkpB4p79ACND4JEyeBOx3WvfYgk0aIN5koUA3tD8jSz9ykOEtOU+YL+hWDQ8neH26Bvf+A4s2IUj0PGcDKucyjoWuDCM0JDmAMLFoq1+pSDuHdXOV5mhDLzYsII+dRtM/A0b9VfbDwQX8hBiNCBryIN2o40CpCtAZR+m3AJtH5NmDk6YhFZQU8EI3Cko9g6MgIhVvfEAW1ArpqlWDH6Ur9lBqIJ7D+Xyfbm0QYNgKV9VBeL9ad/UwkptCCssypgv3AW9AZgLQVwOMy0aIGqTDLk+oz+dFyWvoTpkYOLUgHPmSOjVWdiHR6rnZcB1efTwufMLwaefWKgBXwTqu8r9POQl7B3wOPwtKdYLG8woSifVKmO4QMqj8ifOwmpbJo9jDADRFlXoMdyIHRdfBWJVz1KUL0pqKV4YjA8HSIdkg3FZ8OlMPHL8nmLpQaff/OVZ6hUbnh/YhX6nDI4JHjyK3qvgioBUltbkVe/iqYfAluFpNbj5DmwcC7MN8rbXv92cqu9wHPwlYXtLQ8xfVn1MsSw4qXiP9FGmw6ZP0LKMwF9kOX4lS0AZkwphZeWQ43bEU46Q1oSaUmKMsDf5NSzbcAKIBVL8uI8KCMhmfUejo7kD6pReTXocIsx4Z0HAudotPpMOh0FGRkkJ6TTkdrB+1N7Xj9fjLyMjCZJRHUaDJhCoUwGo1YHSkYTUZyi3MJh8Ls3VpLe3szrQ3NdNbWoQ/Z6fZ1KKEPI6npTsLBMIGAj0hYQjPhUCR+fb3eQFahuObDwTA+TxeRSIjubm+8SJhOpyPoDxINRzCnWMgZnAvRGM17W6TQmUFPSpqNsjFleP1+Ar4A4WCYovIi8rIzUQuXHmkBMTWhtfdvxxOH/dYcfay6NwoR0ab6BWvA+Htu5Kc8+5HIzE/qxNuu5r0pXISbLgP0sHQjWPbChPGAD7q+JSUfaoFUL9z5iTIOf1IN//szqrxwfTo075DzGGyiF61LoXypDDcuUW5PD9wOP/s1/LMDXvDKfpXIQL4RmLYBJFvsFeXOipCqP9cdZdsMDAe3qhOVaV9Kta9XIIwW+lJzI+qgbARUb2X/cjHGdCbpuWHpQD20Py6FvbgNtrqhpRGuL3pFGGOHkA43UrERv3zPWguSv2GFJ+VK44Hc0fDWBtGJi4BJi6W9y9S8ECvwFjz1nthl5yHrs2xAvP23ARPPBq6fhkY8QMhUGQcm1Yb7+U4f+w4MR2ZVHwxOtBkHKi7lfD6h8z3hBp9sEIPXj5KgvU70U8q3wN0A61bCpDH7MC9TTvNDWBaSoEfBNrhwg9JS/9gJ3/kTsW0w8Qwk/JUm42g9sMoL1o9gpg/xpliRjbfBjMfFQ/j3PVCwR6ztauAXwFVvAzyFZKtmI32xBVn34LPHsfHUgvYuFCFjpAp5HjcwnmG2xfAGxHywdLW2oHMpsH+lEIe070G0VmqsDM2op3Av4IHI90XeVQGDlsO40dAdhZS/NsMPZkEtXHweQsSdchcbgE0dYPoIfuZB1sJRk+tvg3v/CH8G/loPOS9LddntSE9cuBhEfi1TnuEc5fvlHCticTAcK52iHpeekkJWQRbuZjdmixmvr5ui4jw2pdviZc1THCmYzEb0Rllzxdvuodvrx+/3odPpqNq5kWDQz2mnlaLX68nIyovPKImGo+jaIRIK43V7sASteNu9eFwe7OkSIomEI6SkpmC1WQgGQkSaJYEVUGbTdKDT6XBkOAgGguh0OoxmI3aTHD/87HLOGTqEjzdtZd/2fWxZtY4Lr7uUUUVF6HUSFjnSOh4mswlTr8ql4ZCpn70/GxzWW3VsYtW9MRxJi/8UreDWdRRXwo4KZbo64gm+HCH0xaMRS6sU3F2wrg4mnQdmB/CqePRvOA/eWi62VPc2JV3ABHR2sg9I7YjP+uPMiJx/B5IobpgLY85DI/sFwN/grl3AEtj0kUR93MC0UcCX3kGste1IBYvViPosOQbtc3AcWQXM/sIvxoS/RWiFndS476UwZSsb/iH9kh8SufZYhzhABgFj34QvmWBJJgy1QeGrEo4JItaVFSAEwd1iu0dehtxfReHBUfCVlYxRZ2LMgKteBO6CpwJikOcB33CB3Q/YoOs9ISY5yMSLZ9Amc0SBi68DuDvh/v2IolOTmvsKPam/J7bT4b/nR5//1BeGIKHJJUi/1AGjMVTCuxXy7HqknUYgzai7BBk4g2DpcrBEYUIWMstrAXwcggsvkdV99wG8IW1a2ATs38gGIH+b2PVWL2RkQplLRmsT8PfVcM91ykUBhkLWz+EX1cBaeGWHnK8DuGo0cMVzCPlrQzyDbsTbkX2M2qh/HDtPbSJKEFffS0grKbONXoMPK+Q/N1rp8+EmJC/qRmAQbF0HLc1w/ZnK6V6Ttp14nlR83QeM+48Qt5E1wJoom6JQtFw8rnqvlEYf0SRvRQ3w8Dr4xeWIvNMDgyHrAXi4GlgNf98h5/MBF54HXLwAkZRNcu+4ESLoPEZt1D+OpU5Rww8FGRkMGj6Ibcu3Ub2hCqvdwpCJZ1E8vJhgd5BYLIZOpyMUCEmxrkCQYDAYD7OotTYyMvIBSElJIz07ncz8TDrbOgnrwxjNJmIxiEak3obeoCdnUA7RcISWfS1EQmGsjhQMJiOOFAvRSJSm+n0A8VkvHR0teL1uDAYjNnsq9nQ7JouJrIIsyoYW0+Hz0dHSwdaVGyksOZ3yCeWkDzhU2z/0pgM9HnrT8fV4DDg19sgzwA8FIzBd+e5AFHYjXPo0Dw+RVz9H+SwEHgB+tAH++wBwDyxdAhYjTCiTwz59SVmKe7m2mvobKDNd7cB6UZC5eiEwZ94K3AuT7xB+0Yniau5dkVatMbFWizaYgP2bQQTpCrSkUj9SL/yztxYGlgGeqEB7h2DCffyuzpwYSc8aBU54opQrERFVDTyO5CFaEcFqQ8ntaIWLs4Ad4qlIyYP8v8j3vTukhVwIReMcYM9K+C0sWwhrHkD4wovQHRCO+UuUelZFysVCYJ8iYrJc2a5O7hoBPPUf4Gf/D216s+r1GE7fhCKRiBg5mr47dlZ1bxhRlnVFS6bxwqX/YNrtWlZOFuKR+y3w1mII/hTcj8C6TTCxCMx6oFUWkasBuhbLu28A5oeU6NcI/n975x4fVXX1/e/cJ/fJJEBIAoSEAIIIBBAUFMVQ70oraLWtWluh1db2aSvU9ulT39rWhmpb+9S2iW21rW0fJNZWrVqSoiB4gwQRiKAmAoEYyG1yn8ztvH+sc+ZMhklIuCQQz+/zmWTmXPfea++11157XWCXjKFRQGo6xN0I/Bfc9D3ZAfCq7wq7rPsRrYdN/tfvE22HFzWex04QYekQssjQ2nsOp3usnHpNbSRuQ1p+FiIYtsJlv+KSL0j7ZSC0eRz4lh+eexm6vwyhB2HTFshPhKxEoAG2lYugdvR1aXcLkrLhfRCaVMkzU22QMAHivgT8D9z0C+GcHtRtGM04vodegfQO7hNtRxB5fvXrIBSvR2jiROhy+r3xTvWcogkeDquVS6ZPY1LBJKr3vsuOjW9T7/Ew6/xppI11Yzab8ff4Cfj82OPsJKYmkZSaTEpqGgkJybS3N2OxWElJScdstuBKT8Vqs9LZ1kl3RzehUIj4lHjMVjNWu5We7h4Jf/5RM411TbQcbaS1uYWjtR8RUGNyBFUvGq2ckd/tdidWm5VgIIjP68Pn9ZHldlPn8XBgz37MZgt5s/IoyMkJe7MoikLoBO087BYLdqu198dyBgoeJxerYyDIQFY9+xBWpq4a3k8Oh3loRh9U7cjW/WdaYccrkpfDbpULXkMmP/siuGimuMxPRTULeBv4G+RNQUadB+GM2+S3GWEdR1BfomE3HP4C/Pqn8LUOsWtwIUwh61bUMlcgWoJD6lNmnbLW6Qt6rI4rT2BVrU2ukXu40UJIHiKtTUHq5QD+B5Ni56avizteLSKjjUO3g98UB/l2yFKls06QLFjnysrPTnhukg7oBrbAtiPC+uaov9khk9avgOdQGWoSIkX6gUlw7e0wOV3PRwFqCvdrQCSaALrbphfZcO9L23HyOD2r6khkIKtRD7rV9Rz443k4kJ64HxHwxiBNVQ6s3Q2O92CeGpqbNtH2+YGEi2H6ubINkIC4sfM9oATysoV+hxthz1OIOjFJSDYX+d8Lb0LF/XDfU3AH8g4XMgbHfwHCmY7JUOuQSDj/yGmiyenR1EbChSSgbETGyhjgcvjdeeFAowcQmoxD5ICXgZKt0LATLhlLWBKvRFjP6Ith+mzp0zZUL5bvAU9CTiY0+aH6AFT8FpEkktRQH6iJAFT7NRzALtj2ANz3tDgx1yC0ng/kfQH1jiZEo1avFiZDrdtAaDJ4up2OOUWzn1AUhZT4eCaeN5GxWTns2rGVPW/tJW/0aLKnZBP0B/B1+zBbLNgcNpwJTpLdSaSOSSXJnUxnp4fk5HTAhNVqx2a30tPVQ90HdXR6OvB7/djsNuIS4ziyX9x0vV1im2GxWEhySTwPv1+0K1rae6vVFta22GwOXKmjGTV2LMlpKcSn6EJX2lg3cTYbR+obqX7nfdyjRzF57mQyU1N7GZWe8FaLxRLzM5QY0AjcsmULb7zxBrfccgtJSUm0tbWd8oIoysW0t79AZua7mM0hRIPwMx6Z8EW+dkAGo9Y0BYg83uKCqjmqtgNgkwyZW0CSEfwKcm4HauDgZrA/rWpBLkZUnT8ww5dDMvduEeFmCZDzBWQUA+yGR34kdiUZSCbpu86FL+6WtQ1/1Fw8tMHXhMRAOJ5R1snh4MGDrFu3jkWLFjF16tQTpEm0XQNRv8egKGba21PJzPRhNmv2HiXw8xIWpL3Gd78nmqgMYHI87B4NDSFY5kaaJUlYWd4/UV009S2uOlTt0reBW2WSTAHh3ZlAAaT64TtbIFguqmQsCOduBt6E57bL+/+JbsVxNAVI/QW9E/Z5kQluUlQ9I3FyE5LP5+PJJ5/E6XSyZMkS2tvbj3/ToBFAUS6kvf1XZGbaMZvtyA7/N1h2we2sf13Giuo5GxZ/KzJg4UVgDyDtVy50WQ5wOSjfVRPMVcJL70LGPmjYJ+nTk4sg+ZZcsr5WI5Lib2TyuhyY8xl0KbIcvvKsjNwk4L8QwX8NshnB785DN8hsRKbj6zmZLa2B4Omnn6a+vp4777yTQCBwGviXV6XJRjIzd2A25yMLkf/hpguW88Lr0re1cDezEXHrwyzInw5Zqs07z0i7fh5Egvg+5NwIOTvhpX3gOQIHNsBV50DaTyHtlkxYVSeSzQ9hFyJvz7uOsFaQjXDHs7K2ciEpW+YjKfouhAiaWJHFRQUSSGcwtBg83U7HnOIPBgkEdc1CbpqbzKmjqa/L5KMPP6K5o4Np0/KoeedDQqGWsNYr4A+EDTg/rK5CUUIkJYlI7XDEY7FZRbjwdpKeMYasyVl4O710tHTg7/HjiHdgs9uYev5UnIlOGg4eZc8bu3A6EzCbTbQcacHT2EQwGAjHAUnPGIMzwYnNKQHPHHEOGg83EpfoZPbcaXT29PB+xQeEQiHGTR3HzPHje8XuOBmNnd1mxWHrTbOA7fSMvb4w4Lf9/Oc/5+c///npLAsAtbUWsrPnIgPgVth/H49MfZA1+2R8PWQGvgmeDPjf12HJuaq2AyBNVnyaQTezkBmuSuzOU4A58ciAzAf+FZITnwQa4A4bohrRlnEh4BF9UnsfGdwP75Zt2m9VgVgWbEW0A/9R/886DS3TG21tbUNGE4Da2s+Tnb0dWROrRnQPiXZhEbAkHkLXwaZDqm3HKGSSWgz5O+ChLmjvEpvddvUpM1Cb+k1gifDKViD1ANLgS5CD14HFB0sqkWW2ujr81XaZ1EDkkf+HGj3fcz56UCoPsg/v4VjPieN5sAwOJpOJ/Px8li9fzr333nvKntsXamtvJDs7DWnAq+G1e1lxy0/5+9+kjT+XCdwMzx8ChwfmTUIaSt0aaUc08XSB6RxgJwTf1YNhztdetBGgRrfavRC+MQqRJjQJJwjBZ2XrrB49uOY4RED/1AGQCW0vQgPNGFMTBE8f3G43P/7xj/nxj3982t9VW3s92dnxiPb2Fnjtfq66/n54VjQet2UDn4Ld3dDwHiybgh4vyCfXeED2fNXtLt8+kRUbUGmShPjT+upEovgKsBi+k4zs8NoRZmcB5VkhW636iq+qj10MrPgAZJG0HxmRFQw8xs3JY6j41yeXf5XqXfvY9cF+Fs86lwVXz2f7hgpajrQQ8AUkO21nKz09XTQ0HMTlGhMOLBaZ7TYYDKjeKCG627vx90jSN6tdtkk62zoxmeHowQZ8Pi8mk4nGjxrp7m7rpamIi0vEHmcnGAyCF9r97bTTjtVuZeals5iWlcVL23ewbeNWJk6eTFZ+FhkpKb3qdDLutDaLFZvFesyxocSA3nbeeecBUFv7EsnJ78MrX4Ud0Hy/hOC9DLjSjfAVkE4fvYnTgQgB4xF+o725B/BCmxnGfR2SkjqRAZCFDN4bYW8eRV/5ImWPIpF5MlRDua0wbwwiRJiBa2DVfnhlB2T9Esko+zBUd8iOuAdkmbYX4ZBNSBwQF+qSTH2OB1mO5wJTYdx2GbhdyCL+EeC2fcDkV5GNGW3A9iBDOnJyOz0YN24cALW1d5OcrMDzv+adz0ALsDgD+DrwElS8ImruhE+rdVQZEl7gIOK+51Qr14W+V98iVWpLhXE/hqSkc5BV6h5kAr8HfvElzv286o5XAFVvq8w0QX3GEiANRl8H36qHn70l7ZgGLDEDM6FlByJMpMCcQoS7vo+evNSPNPpFiJDYTjhXmrbRoBlSjgNu2gLCTDuQFZxmVOpEZ6gDVQ0PzpvFZrOF/dxra4tJTg7Bvi/D/0LFn0W9fiFwYSbwNYTXJ6KPFbv6X2vmdESboNkbdQBBaLPBuLWQlFSH7l6bDsyHvz7Jpy7+LHu+DMwEjw92vAdLPGCPR9o6CVgO9+2WbawZDwH3QOdPxcQwE1H4JU9A33J8Uu4hCRkzheghudWxYnGDs1m6l1bs5cBdVcD4JxECViOCoBfhHKdXMwiwaNEiAGprHyU5+R3YWAyPwsZy0RVdACzIRKRYJ5CKrsVJUh/yEcIzUtETs4UIK9Ta7DDuIY0mr0e8/Xr455Nc9cRnefvzwHwI2WHTm5D/kWrb4VI/n4UHHpAgsQU/Bfs90P1LGRKarU3aROTANCSTwG1I/7kcGW8eRJFUC0wAUzzYunSTjxDibXvbB0BeKbJ02IloA61IdFRtK/L0TUbanFK5Zw/baw9x9OAR/F4/Rw4elQyxrV10dXTS3S0dMBTSo4oGg5InxWazY7M5VINQH9pcLFtpJny+brZu/TvnLZ7FwV217Nm6h7zxmcyZOJHgZSGqXq/iw10f4vV2EgoFaW1txG6PIz09G0UJEQwG6OhowXrUSmJKAj3dKbR5Wjj4rgmzxUxCSgJmixm7QzxC9ry2G7vDQWdHG4oSoru7IywgmEwmLBYroZAsi602KwF/AJPZhN/nJyk1iRkXz+DyObM43NzMW/96k2DQT1JaMrNnTMZpk3doWzUnpfGwWrBHuc/6z0R3Wq2SyckJJLd/lfuulzW9D1nfvw+kNMMVVmR0RAsdfoTfPI0MkMXocTLqEG43UXvXIiQt43REuZ4H5EC7yqLSwPNv+NcGiAOqHoVZE5BZJx64By55BrnYDUwCd508e7LGUWug6ZdyScJ3o8oakme87YdZa4FboWC7mBx4kfF+Wx0wdhsyODehZ9nNUyt4+qHTRCE52QE3w6L9yOz2PvAb2QNeCNhXIishV8QD6hHBYx+ytRFCtyttRTjVdQgtf6y9bw5ivT8JmAC3n0fO598hYS6EFPjzXhFCMtuh+2WIm4bQJQHIg+vfklfnxaPq+JF8FTPQE2HlIrpobasLZC9Fs1CsgfodwoivnQmv7IQ75TDF9wMLf6vetB8RBHPUmxdz7CR36hmrTpcMkpOu59fn60aCech8UFcHU62IBJaAHh47SNhzmZcQaWqqet6O0KseidQKmEwFiA9EnvpftV/ZqRbGDVtegY5d6pr2Q5g1Dmm8eEj+NnzncaTN8yHhfAi9Ja9Nzga+idhAvYi+3NbUiUHAD8EHxHRqzr3AF+Can4qGsB3pVncdAMb/Vq1YBboeJZ2hilTaiybtd/PHTwpNnMia5QNgdB3MsiLrHRe69BRExkM1sB5pnHz1wfFIu+wnnCHBZLoacVKdg/CGmUAibFC7dBJU/Qc+2CFUqzgIc7IIW8JnPQC/K0KMOuZD3AUQel3kxdRsRGBdB2xAFk6fUMuiGb/7ofthGdazHgDuhpt/Kgb2rcjQuu0QkPULREqpQDfudSJUO/2rX40mXYpCU20zH759QNcgWO0kp9mxO50E6v0Eg/6wBiIYDGKzWTGZTMTFJROfmEBHWys+n5lQSPKdOJ2JxMcn0tXVCUDGhDF4233s3rqTivwsxlx2AVMyx7I7uBslpBt6BvEx+dyZxNlctDQ1ABAI+GlurMffk4bf7yUQ6CHg85PgSsTfI6HMXWNcJLmTiE+KVyOMykohUiuRnJwu+VZaG+jqasPXnYLZaiYUDOGMczBnaQELp59DT8DP9t3v8c5bb+FyjWbS7DzyxowhEoqiYDmJkOk2s+VYjYf5DDQu7YU7ZUzeNBE+N0Ui8H4TuOJKZKKPfGII6ds7gWJ4oxGZGCO3vquRERnmQV9BBsIh9fdGIAH+OI1zgfqH4acbYOIU+Mk1MsD4RcT77Mh2yfXIOFoOqV+C1IuRgTkTePte0r4pCmpqkRX1g4gnxX7JjDtrDMKR9sHXroPfIjzntVuBsS8hg3OTWs4Aokb5DLqh3FChB/CAaTLMgO5y2HoA9h+AvIlgfwDZ+LWjazO6EIGvGZnI6pA20FZyRxAJ64oLYcEq9T0TkAadj1gYdgB3kfY6sBeqKuQ2C0JuJwiDDCJt3gl5iyBvLhLZ6x7gckj9DLpPbAN6DrcD6oNq0L0lkiG4Qya2WqB6pxy+H3Vf/Pt3InTZq7aL1qmmcKxKP3Lg9aUBsXJSTPirIlesiIdPZcqO3h3A1BvQZSBfxPXtSHd6EXZ9iIyVTnTjpv2IkFCg3fBFpG5epCUq5MG/iScH2PcXeGoXXLcQPnODmpbon+iuLxMQd6DPI+2/GqZ+HZLPQU/IuOn/4GF4w48ItEGgGLHLqRJFyBw38vBm+Nbtkon9cmDd7cD4XyAz+U5kpnQiap470A0Yhwo98KDIwldNgCsm6pHdZ12N7p3jRRcGm5HO9jy8cQTp+p3oWfneR1RE52rvuBN5ahMiXP0bSIS/ZpJlA88TULwD5k6Hr1ytssLnCQdoYwoSnv6L6nN/AjkPQOpcZNyOAV57An4E23qQZvUj/ubfkN9/A2ZlIgu6ZvjOSvgz0v+evB1V6MimN01yEO/CoaVJU0cHjYcbCfqDtDW10d7STqenU+JitLQRCgXCmWBDoVA4kJfdHkdCUiKOeAcORzwmLbaF2UxCUjITz8slb6YY/104fSrZ+VlYLDaqXq9iz6FDjHW5mFQwiZT0ZJzOBPyhbtIy0jhn9kyS05NJSJCtDZPJRCgUoqOjme7uDkwmMx0drTQfaaCtSexSElMSmX3ZbMbmjSUlPRmbzY7JZCY+PoWkJDcORzyJqYn4/T5sNiehUIjGjxroapUstxPPy+X8KflYTCZef+8Ddm/ZjcMRz8yLC1i8YDYpcXEAvbQnJ+rRAmBTNR6RH9sQazwGL3iYReDv/hDwQtoEiPskMtYiy96AzMuPw9GH4R89ste4t47egocTuA+46NvqgSwkobQXYVBvI3rnv5CqXIzTCpuBI/vAXgs3fVtSPNMO/BXV70xFSP2UA1tgfzNSCB6l/uGIZLJ+aNkNj3QAz6hDLwn+UQKPPQrky6L8/wD+eB8y+vcgYs9MZLZYyFAFQeqNVqAR3n4PSoWVdKFqgDPQ4yt40bcuzOpFkatX7bu237wO2Poaqo8PUr8MRCicgrzJCgv+Qah1IpvixX5jNjLNmCI9h5KQ/nEz4dDdvI/wvPkIg81Uq6JhFzKrvY3OG72ypZ2rXp6XAgvSYVkm3FIFotWoQGxutIpnI3FiIgWIWMLEqfaokMGQCXR2AUmQfC5YbkRWs9okp2177UM0C2tFoNoL7GlGD5YGIkv9GPh0pDC4Ej2PyyGkQ/+LBCWX950y91RsBXbD0s9A9wFkknsVae8JyJyj2TU9D23vwkY/IvjwS3GFQC1nCNgBxc1AqcpAxsCrT8ArvwcyJBJwkQ14/JPI5PuBFID56JqOqSfRtieKJvBKVX0HABekXQxpN6JaWqJ7g4QQIpQCP4DqHSJ/bAshNEtS/3uQyGi3F6oPcCISQAJ6BOPdwL/BV8AhJ7wDvLcH2AGXfBLa6pDuuhFdkMlW/wP8BnzbYVszqoX1D+Du3m7/yk74WQcSwxC5v+K3sO338uy8FPihGXj8WmQc70SnSY5a1kkMhbYjEi2dopUwmSA+SSbYnu4e2jwtdHUJQ7CoHhdmsxmbzYnDkUBKqpvk9GRsDhtxSXGYzZawR4vdYWP0eNEWAIxOSuaCOeeSe14eh2sOsOu1PRxoauKKubNZ+KlFjM5Jx9NyhJSk0WAyMXr8aOKT4zGZTGJcarGEJ31tqyQ+MYm4RKckcevuIRiQtPVymVm9JoHktBQcjnjMqobCPXoUqWmj6Onpwu/zM2bCGC67ZB4JDge1zc28+a83qXh1Czn5+cy+ZCY56emY1a0Vi9kcruPJwGG1xfwMJQYveDx/HrfdCnHXAfHw1wPw0DNIqEIfMhCOACXwUglUvAWjU2TeSUPloZECil2ulfiUGhYgOsVGZMKrQCb6h9nyzHKuPUcmn1/vhIqfyGTEdtj7Lzh4P2Ky/d+oSSMQweZnkDMFYfCf7cKH8NFXNwDtkHqjPHPvdplAmz6QqjwOFD0MGWZIU76MuMNUIEvHKQj3zkbUJUM7aAUdwGGqZ8Pf/6QnvOxEYpmEffg1Nb4XXfBzoRsHapNbCKiCV9+FtkXAY/9QTyQiVExX/3uR1VyAqqo1NHw1mcJLYcZcyJktBnHMJ+xBwRZEGO2EcOPvRrLR1gHnJwujXSzXBd+VaI0cUctp08u91A3JheqxJODwlXDO8wgz/Q+6MWmGWojj2REMRLMxWMHECr/KZemXIOEzUvaHdsNjmkuqE1HVe5DdqzXIyncS5F0nNZiGep3mFjkT2XYKJ0gB2fT8jFq+WUgHb8LjeYQd35nPDy4Wyv1sH+z6i5hZcRj4E9R/G1kpP4TYC6QBD0Dyw2rg3v3ATa/R0iXNXP20Wt4bRV6pboTPpQCqDUENMh4pAHzXIrqEncjWwyREMM9DxvdwwAu/hVkr1TxPDfDrzSpNnkfPE9+MaHU+g6gPzoW8W4Um54I+XpyIEPkCoGg0sSJ1/Q4yNhcjat0DhEKPs+mhy1g5S9rvoTrY9oxKkyOg/AXqv4sEx1mLMJ804Bdgfxjm2RAZ7poaulWa7P0bovC8XUS5tzvgjnjggLDWw8B7DyCsKrhUrdQmtYLZCE2mEKGyGVJ4u7xk5Iwhdayb7KnjyMrPIj0rnVGZGdhszghNh5XERDdjc7IZN2U8WZOzSE5Lxma3EfDJ2NQm5HZPO56jHiLn56mZY7n204VMOm8q/3j8Tzxb+h8aOzooPG8GaePiSB3jJm1UJi31LbQ1tmGxWrDZnKSmpzEmaxwJCS5S3WOIi0smFArS0nSUxiNH8HZ68XX72PvWXjwNHpwJDlLSXChKiM72NhxxDrLys3CPdeOIc2I2m0kZlcLY8eOYPHcyy2/6BOPcbg42NfHv515ly79fwuUazYJrF7D4nKlYzeawdiOkKCfsQhuJM8GddpCCx38AJ/zxc+CGXe/qD9m7Dz3C9iPwh91whQ3mHAI8XyXuUplXcs5HD1LoB/ZCxdeBJRVR77oaSbutvpN/4vFUsmPHKBY+9kvuVszc9W0Zhw0AwXCaELr3wd4PkckuiIzs/ch8eSNwDYxPFEZSA+I8fyVcO1tYehWQdjV8Kht+CKx5GQj+Flld7kGMVaajT0Z3MfRqYw1jgL3UIO27CGFAswD7DcjkVou+wNmFtMtO1IZDFz7MgA3qm+XUFuDAtyLf5UL3DFkMBAiFStV03mvI2vhD2HYluCRIVdMTUP0oHH4GaeMqxO6uXP3vQxdE8IoOfB3QDpYpEBePPhn4AYdqITAJoetioGY0km1rt3rzfLVNzkW0M6fK0HewgscrwAT4zUOwGP5ep65QAeVlZFZQhe5dTyFS725g072QIzUw3YC0iVO9tgbeuBtYUh3xHicyVq5HlugyVrZs+Q8Ox3nMK3uSOxQz31gpAno5wHYR6jwAb8KeDYiQ7ie8vWW6AdECfBFSHdK7a0BoeBVcMVNEHKVVrltwrqjy5+wGXnsImeA+QMZKNtJvNI+vkzEoPRnNlBWsX4biJ2Em/P2QrIEsQOfriJIC4Afw9hOIxu4t4PnfQa5oSuJuQObpJPVTC1u/C/SKE+dFhKvbEDVGBlBMVdVzNDRM5pLnn+SOEHzrC9KcWwA26fn6eFUWUZQgDG0TMm5vRIw9PgtxiVKeOhA7qeUSGVbzXuFymHEpLDPD5J3Amw+p5dH41yRkrExHxsrJLJpOnCa+Hj+JqUnknpeLI86BElKw2iwSPjwhCbPZIsG8UtNIz0onbWwauTMmkjN9AnannYA/gLerm1BI3Gi1rZi6D+o4tE+2600mEyZMzJ+Ux7Wfu5zzChbxzqs7KNv0Fu9++CHdR46w7OZlzFw8E/dYN94ur2oMKpOxI96BI85J6phUEpISUZQQVqsdq9VGd2cXZquZJHcSXa2ddLZ14Uxw4nQm4PV20tbURtAf4PD7h+nu7KDD04HdaWfeFXO5+pOXMC7NTdXhw2wse5Py0mdJTR3DFbddzZUXzCXJGXeMEWlIUVBQCCmhE95usUUHD7NasZ3y2Db9Y3Bv+6/72f8HyDG/xc9CMg1NQ8bC5EsJ53h75UPVGPxHQJYZHvlfNr6sThqfQjdybID3NgiveyNa7sCKCB4BZDk2lS1bHsfhyGLevM8BFfDgEW5acgUVnwC2QI5qx9H5lgzIqZcDtWIXkgQkfAFRpNjvhbU/ZVYIZl2DGDX+BrgQFu1QI2DulGct6QHsO+QH/0QsQ6ZGNN09DJ/QARCA/3TRjMwTcfdDXKRhZiWymmtGhJAMdGPSBnprO1Sh14zOV3tLplb0YG8fAOlUVT1BQ8MHLFu2CJlYFsL/vQjnQ/EBMdX4X5CZtB3hlpoQMk0tRxpADlz3ntBhF1SHVHsQdbYO7lCLeA4yIVwP3Pk9pFcdQgh2vfqiqQws5HMkw7RGHIs1LAY5Wa79ibiMXPUyj/1NhsZNCAlMX0LqVSuRI3NBjIgygJ/+lOpfSuAuFiNt0wZ44L0tMtnv7jVWNG3N5egCejo7dpSzZMnl2O0u4AUobuSOT3yWfywHNkFcIUx1A6VqWsNCoAoO/0Sa174S+P5k4AZIeJA0PyzVuvojwEzI3Cmy0ow3ABekKqOR2TKAjJOtyMQ2Sy4gp4+27QuxaHESDPKh/+LoAzC68Df8sVyG/SoztIQg4W6k+arg7R1qMvh/II3x0y/Seb9Kk2vUqtQDDbBri4yE996LfFGiWvbLEVXVHwiFprBp0xPk5y8gK2sCsA1+V81t13+a9dcBm8B+qUqTZ1QB5JPAXhHeM4G4W4EHc4EpcPuLJABL7kWE018C8yF3J7zXBZN3qceDucCvkSduVT8zEWEjh8GndTi1NKn/8AiKus175MARgn4RIPw9frq7OwkGAzidCSQkJ5CYmoh7rBubw07DoUY8R1pob27H5/MSDMpYtlhs6jYJ1B+oD79H26K4MD+fwNdu4LknXmLDn1/gncluLBY/02fOZIw7lbqpE9n++i6q367GarXT7mmno7WD+MQEQqEQXR2d2GxORmVm0NXehRJSGD1+NHaHjZb6Fpo/aqblaCM+Xw8JCS462lqxOSRwmMMRz7ip2Uw5fypT8yfQ2tXFi9t3cPDdWjaWvkRcXBLL77mFZYsvCNt1gAQKC4ZCkoTOZMJsshAMhU48gJjZfIyGw3YSxqongkH1mKf+oEahDMkcdTmQ9TgyJycgzDQdLjHDSyH4+2poWh0KZ2geA0z3RzywTo0j0G/xbgLA4/kdO3YoLFnSjN3+FsKVx8DS15njvwAuhqObZR7bBlw7BnH52yjKDgswbxNg/54UdgMi9I8BauGPb8FtCTDr2wjPrAQ81yKb6h2I5kUTOhIRLnUbQ5Fj4rgYp8/nF1Ui868NETY0N1kvBLvAEkIM195HJv9cdAt+1f4jCXleGmpArzCs6K6bYiS1aVMm+fkKWVkV6vExMPpV2L+W7/z6Od64W9w4d22GGdouzSLgRdi/QaIw8mWAKXB1BuRvpu1fIqP4tsv/tEKwZKP7FT5vBp5FOt1hhJnmoKu5NaHDS/8Cg1Yf1GujDU4jhREYzHB5+kcwFjjwN6nDAiDjUbVY8YTDtuY5YE8PhBaLKYtfPZ3nRc+1YQH2Cxkj5cTecCL1drBlSwkOxyTmzetCtCA5UvYbnmBZ1e2wCPaUi63WNmDJxUh8jhf1NOnT3wYJxdcK2+GVXLgEoAqK3oI1CTDrbnSvtDfvRAxGDyNbkfsRCdeFDLKFg2o/wfGEwcHhxQfUnblyKfZVAH+B1FFqMVXhfCZqUsoL5LogMkzynOh8zgLUSK+JR3fS640A0mpWqqp+T0PDOSxb1o0wH7U9rn2SFW9+FhbBrpdhhk3sSBZciggez0qxgsDkvSBt/B/4D2xcBFeoWqpHNsDXPgHTv41OxH/eh9BwH8K76hEbunSklosZfN8+tTQ5uPcAdrtTzexqpq2tjdaWJvWsrOjNZjPBQJDWxla62rpUd1II+INYrJaw3YUE5xKfdEUBJaio31WjTExYzSYWTZmC+fMmnvrt39ny4vNcct1V+BSFTFcqWaluxqSk8NqYVPa9tZeGQ2L4ao+z01LfgtfbQVKSG5vDht1nIzktmfikeIKBIOOnjifgD1D7QQN2exxpmek0HKqnpaERs9lKfGICc6+Yx0XnTKXe46Gm9iPeq3iPd17dQXx8ElfecQ3XX7yAlLg4CauOgtlk7qXZCEUYmJ4obDE0HGe0xqMeWVVrOyq1QJYfGbSanjAB+AVcsQ/YCM+9qy+2twPT29DjEiTJeqD/3SURPrZsOYjD8Q/mzctHVrceZOC4wLoNXjvCaJ6Gjse5diWivi8FamDBRKj+EHg/F1G/fwDpmZBZJ7NClbxp78uQ/7I6yT0Noh7RhI5WZNY8jKzsb2Co0nj3j4MwOR43XRxBAgaZRiF8xYzMLouBSjAfQOr734jEZ0OCGGh2BKqhY5wD0npksRdMRWJ6hKF1mUSqqqw0NCgsW3YzonV4Gn3P+H/grm+w4C7R4894pE4Eh1FIx7kHckoRhcWCSwknCpt8FclTvk35Ptk6/zKIkJQD1NoRk/+pUlDeRCa5qWrhZ6Gv/LWyHo9BWqP+x2LEJyaALEG2Ng6rVZ6xDT1eTI9azG/B9FqgHio2iHCRAHQ2QkIz+kTnklVvPXos1lh18XhmsWPHaJYssWG3Z6PHMxFhkXP+D5o8TKcEPqpk4e/Rt+LqYcEFqm3Qm+MJp6yfWMAlEytljD+v2qHWILN4DvB3MxJgpxXRgViRDliN9IXPcGaMFbgqHl7qknauAea9jriNdyIsJRlM34XpqoeV+U/CrpyA8gGYtD5sk//jEFajTw3RWrQAodD5bNq0URXQZyMi5nakfRPh/H+Az8MMvgPVdcz7O6KGqpJyzbsOfM8Cbxao92TAwlyumFIj/aNU1TBXoSeHedKOqJcbEZqkoCeyXIgs6E5my+vUIBQI0RPowRHvEK1AnANalLAGQ1EUvN5OPI1gMlmwOxykjErBYrVgMpuwOWxYLFaCQX/YHgRFwWQCs1VW8ZqmQJt2HFYrF02dyu7ZWRw4kMMHldU8x0t4b7mMhZPzGZWURMH0fKZNzmH/R0doOeKhZmcNHS0dOJ2JmK1mWhtbcWe4mTr/HPEyCYpw0t3WjdlsJS4uAZvdRmJyCompiSS5k5g8dzIXnTMVu9XK3oOH2PDEBva9u42p087nuruv44qZ5xFnt4fLbEIXLjSNjSZwnIyBqd1qxRElaPScyYKHGVgyBonBsBPdGR5kID6NxBQPItZTzcKr5iPspxxkfmhChJVcmOyAnT29HRqi4fF0sGNHgCVLvoHdvgmVNSNuLDcgK6os4B5IvAf+Wg3cBb8+KhrFDZD3CRB95BSEKU6Fe64RT4Jb4LYn1LKlfhVhola1oE8hA3YMMoXMR/bUh3/QAvDiq1R8WkwmcpGtjZxKZE6+UD14LjAOTC8gk7/mnupAFzpA31uZChN2gskNbdlECR7CEEIhM5s2bSM//wKysqajxwHQXIznI+12K3AHfO0Q8AM4/LKeYa8ZeGQyYpjrQuiaA3un8a3fVkml5qM6bjyB7iXQibi7tEphw0mtrqbvxG+9y9931z81A7AHsJ8LVxUgHiQzEAFQ8x7qRCQINzKOnhczjhmAPR2Cjep1QeREBoyOh1Fdqhq+V330Mm/ZsgWHI5N58z6NOFFq5w8hk5ZT/b8Wxlrgv5uA1bCnRlxrn1ddsLkHaW/185VKmdi+DXd+DTXT3N3I5JaIPplq42IPurPqybbpqaGJH2ARXDEKrvg3ohm8EpEsutBVTpqX1d/kcD6QkAnBOrCYkTHikmsy4sHXpTuDxRJ2q6p20dAQYNmybyKaugDCIPejZ4GeADwNeVa49zDwDfioBu61w1992O8BGQhTEJpsheVfDwvxd3wFGVPWmxE3pDR0miQi42Yvwi9v4PTTZGAaEbPVTGdzF52tnVisFoKBIERMuPHxSfj9Pnp6RNx2xInBqTPeKcG3vNLyZjUORTAYwO8LiL1IMNTrXZHxL7ra22mvq+POL93Gewda2PLsRtpbOuj6whXMyZ0IQJu3m7Gj0hg3ZhQ5k8dRW3OYwx/UkZiSiKfBQ0bOGM6fOx2LyYTX78fT1UXT4UZsH9oYmzeW/IJ8bHYrY9LdZLtTyXSl0tDezn92vMOzj/6TQ4f2seCST3DDF69hfl5erwRwkYJGLCHDehLGoJpdR/SxgaCyspLm5mbKysooKirq89jxMKjeNw346xFY8ihkXIceUEibuD6PTGy7YP8TMveNAaauBd9qWKoZC9aiGw3OgLTtEhiwLwgzdTBvnua3+3tEfdiBbDjPR1a7WWqV8oB/w10d8vviTmRSc6r3INd+qRy+5EG4SJp6PIAsN3ajR/QLqPfdwfC4AfaDz4pAl084A7ZocgsRAkxBqu5HJr4qRDppQ6psRwQAdVVNEnApmBwI1w3rkHtP4FVV79DQcIRly1YhVE5HhA4rssp6Vn15hno+A/gZZGnbH1545AiyEovuhmvhSwH4kibMpKj/jyDMeh86PVMQLcukGM8h6thgNBZ9Mc6BDZlzgLLdULgbTJ9APD0S0L2LEgh7/HS/KL1tFOK9wPfBMhuhSRV6Ey6CcRv0HqyXR8rq8TSyY8cOlixZgt0+HhEM/om0mVP9n4geKlMTqP8C09X6rmiKqHun+o758I2XEJHHij7OUCujuZZnqdd0IpPk3AG311AgB3hjAyxIRITycREnvUjxDwMvg+8pPR5Nwo+An4NlLiKk7EYExnHAYhhfDgcit5AjBF7ZjtxKfv5EsrLykahHTyOWIS6Emo3q9wz0ACtPy14dVrjlMHp0v05khXQZ/LBcvReE50ViH0KXLPWaICLgz2doaDKwd9hsNhJSzKoLbTOhULBXlFK/34fVapOgYu4UHPEO4hLjSM9Op/mjJro7ulVDTzs9PV2EQgF83h58TjtYdAFGs5HQtiq2bNmC0+Hg6ssu46KeHrInZ7N5/WY2r9/MkfOPMHnaRMa502jt6qLL58NiNnHu9ElcOHcGNqs1HFOkpaODnkCARKeTCenpZH/2KnoCAdITE+n2+7GobrAhReE/e/bwzpbdVG7cht0ex6fv+SJXXXYB49LSsFssBELBSNVZL+FDs/PQfgdDoRMOItbd2XmMjUe36tYcnTPH4XDgcDjCv9etW0dRURGVlZV4PB5cLlfMY8fDoHrgklYTyecovFIHbz8LGc/CrC8h4azNyGS2Bl7p0T02LwK2rRZ15MLPovvIB9X/BTBpuwzDWPB4PBHMVHMF+BpiC/5XRPm8FWETGag5F+m9G65ZKkSvflPUTwBRCx9CBqwHYQST1O+XM1Sh0AeLjQGp5acuhu7Nsisx+ZtIs+Sjr7A1wSIfETR8CM28yOTmRBc8xiHyVR0x/Z5CoS42bXqF/PxJZGWNQbpRNqJxeBs9dGY9YStdJqgPHYNOhwnqvdrmgXbcgT75HVaf2RFRmRREp7AQ2TpLj7hfuy9a2xFrS+VEVm0DW8nNbk0leXwLG1vBuwGSNsBFmlsjCA2+A6+q7s42ICce9n9Tapd6MyKJJCDCnxNYDKN3w4d10W+T8mzZshWHw8a8efPU4y5km2M34sOrafH2qQ+cgPTxBHRBI4HebaWNIxd6HPtW9E2fRnRhH4QmczkTx8p5O8E7E57rANsGcG6AS+5HWEYSUAdtXxYdQTxqPqFE2PtdGTaWH6PHk9dsbxYB+0F5N9YbrVRVvU1Dw1GWLbsevV1vQnjNP9XfnQhNtHY8FxFANHo50HmYRpNE9aMJe0fQhRAP0k+nqNfMRBZm2rjoC6fGbmMwz8makkXzYQ9KMERKegrtze00Nx5BUUKYTGasVhspbjfORLEDsVgtOOId1O+vp7utm/ZWj2rzYQmnmw8EfPh7/FjsvZmXNmm3tLSw8+23ueTSS7Hb7aTZbHxq0QLyxmfy2uZK9r65l8PvH2bCtAmkZ6WTnpzEqKQkEp1O4ux2zCYTgVCQHn8AV0ICPX6ROoOhEFaLheS4OBxWK+1eL3VtbRxt8XBg9wG2b9iG2WzhvItmc+nVF1KQk0O8urUCqPYcIcwmXfOh/Q+eAtsOu91ORkYGORMmxDyfmJgYTsWh4fvf/z73339/+LfH4wHA5XLR3NyMy+WKeex4GFQva0tRSD4fLlHHzN5PInEYLkQG4m4o61HD+6bAC616PJsVYxAe9wtk8I4jnERsvBMW/jL2O3Vtx7yIo1bEaGsuwlD/jazmDiHqRG3SSUeEkUj1Z6QRoaaCPoIMbhcyweWo984hbEdyhsKJaoFfAHG5kPEE+P4E9nMQeakZ0XDUI5omG3paedVALhwRs0k9H48wYjVGgyBSdbyXhoZGli37ZFRpXAgnnosIC2+it/kmYC0E2sA6DWGYGerHiZ5J1qne04GeayUdnWkmoLsCZtO7C0cLF5FCBn1c2xdibdMM5D4VGS0wB5a8Gg9vdbFxPhId91Gk3bdAWZeqBbwQqsuhQm3rnLnqNX9BJrn5iJCeCRTC+D8d+zoR0N9hyZKLVQE9sryzkDb7NyKke5B2rUDaPIBMeJp2T6NHB0JTJ3pM973q8eyI/xOQsTKVM2YLMhYWwOhz4dqXgF3wwpWI51EBUr1ycci+CUi+GOo3w8EONVbYJ5Cm+g3SdTUaZQIXgrua3lFosRIK+di0aTP5+XlkZWlaIo0P5SAaiO3Idq4mND+FeKF0IISfqn5PR9eOpCMCRYJ6TwUioE9XCzlJ/X4ZvRNjHQ+nShMy8Oe0N7bhznCTnJZMy5EWTGYT3q5uOjs9+P0+EhJcxCXFkZQqgqy3s4fWhlZCoRCtjfJf245RVPcYn8+LqcNCXGLvvqhN2q+/9hp2dU7RJnenzcb5eblMzcxkx/79vL/3AIffO8ShfYdwjXFhNpuxx9mJS4zD7rRjtUnAMswmrKoGRFEUAr4AXW1ddLV10drYSkNtAwF/gITkBM6/aj7nL5zJjHHjSHI6wmVSFCUcoyOkREcoDWE1W8SNVv1oGpDBwul08uGHH+Lz+WKej7Qh0RCp7YiG2+0e0LFYGFRP+yeQ/BZcZJZ08zbQt1m8wB/lZ+okwAK2Vhmbo0As7WpgVx3MaEJf5JqB2TAuBp8/VtsRjURkv/Jy9JV2BTI4m5AZ14sMWM2KJHJFnIasNlLU63KQwZ6FDHjXYJpnWGBDlQ1c8jv5VmR+mIEIFK8j84JmUwHCIDV3oveRSU1TUWkPHYcIJ1H9W7ftmKy6BUbDitBlETLh7UeY4gdAOli1ia8RUQVnoAsdHnTtCQjdNAFFiwORrVa2v60QTYCJpHVf0K6J9bxYvwe2mvtrNyRsgRmmLmZdpw4TP9LOIVD+ph7LB5rkcLtaM6YAzXCwHMZPQRbA8YQF9YRdSOyGCOgC+gV9lEgbK5chY6VafZtGDw8ySXkRKXUPBKrAakYmspno40ib3DRD4knoGo5TtWrWcOqe94duGLsbJmXDnIvV9rcgLKAJOv+kJsc7F/Dq8fZcIKyhAfb/SwLkcS567JvFwHuILU8Eqqreo6GhOUrbES38LkJ8nt5GxkkO8C9kfHSi9+NG4E04+I4UfKwboWeHFJ5DiPB3NUKrbHS33qGkyeDe1XCokfbmLjo8HSS5k7BaJW6HxWLDZLIQnxyP3WEjyZ1MV3sXoVA3oVAIb0c3PT1dWK1WHPEOTN3Q0yNGpqFQkJ6eLiy2Y9W1Ho+HnTt3snjxYqw2W++TCrji47ls+nTm5k6k+mgDez7YT1NdEy1HWiRYmNeH3+vHYrWIAGK3YrVZ8fX4QFHoau8mLlFcYRNSEphy/hQyc8eSn5HBuDQ3iQ4nFrM5vPUDhLdiQooSNijVzkV7tYQT5analcHC6XTidJ744mDFihWUlpbidrvZvn07hYWFvY4NRNsBg+yNn4uDZDu0tcIbT8jcxmpk8D4OWzskBDAvyHaL6jEoFtfxwOsytMb0wGgvhP1snUgMriitR2xtRyxoE90CpON7EOapqR/3owsYkRNRIjJA89BX3qdygJ5+zDsX/r0b8YvMQdo5Cz0sei3wE+CKXCioEVnMT2+BEUQoaUe1pEOPxtZ7y4+qqioaGhpYtmzZAEqXiHDocxHu/Bl0ISOAnsgNdIFBW31rAoxLPR9Nm0hJVTuuabOs/VwTC5HMsq/tFe0ZA+sftyTLWNnWCH94VobIRZ9A+vyTYpez9GJQNosewqJ+poBon54RkoyvReiQoV5gR4wiIwSP4wvokXAh2sJF6EK5B11dv189Ph+sh5FxlI6soHPQx4qm8o/GqR4/p+55dyRDshUqmuGvm9Wuvxhp30fFi2rFImAbbOzR8xRmJCLC+99UpUYdIn8lIfSwITSJEDzEtmMT+fn5fQjokXWzIiqUuYgwdxdCF20rq1q9Zg6M34dsnWmCnyaYa5oNjSaxtHWnCv3RZHD0am9uJ+hT8HX7aD3qwdvVQ3t7C8Ggn9TU0SSkJBCfkkB7cxsdHrFDUIIhggGxsYhLSMRqt+L3+TGbLQQCPjULbIDOdllNRRppvrZ1Kw67nTlz54bLEL3SDykKiQ4nM8eNY3pWFsFQiObOTtq7u2np7KS1u5v2zi6UYAi7044CKCEFs9mEw2YjPUm2ZtyJCThtdixmE2aTuZd9RuT7giExgtWORZ5TorZYNE1HSC3niZuYnhi07NvHO3Y8DK6XpAJXQvIUWOBCzCxGAUFoeRkWXg38vRTmLSe0Xea3PGDGImAatPxexms5cMs29IyycIzN5uCYaWR1rOgq/JGP4G41pcMhJHxzvXrCjpwIAvcC+2v0SKXaPnUaumeyG92rRdOqu4Gj+rt6M9OsQZZUY4qRzDY74jscKwBoan/6ON/X8ch7+toyiS5bJE7BCjEV+KaEuZ5Xg+q7CZhh23ZYOhvYVI6poBD7Dj1/YdwngC5o2i3k2toFCw+gZ0QNAqN7v2rgAnokNMEukf7HSizB7WTaZ+jtCMJQHd/mOGFODRL4Zj6QABt3wopJwKuvw7QLcL8rNJlnRoSKOqHJEaD9CMzZj2rJjaxpknq/anACeiQ0+41IXBL1eyA0iaVh6QungiYDEfCPhd/vp6ujk56mLqxWGxaLjUDAh83mwJkYR0bOGLLys9m9ZbdM2sEggUCQnu4ezGZreEJ2xDnwdtkJBv34fF5V+JAtBU3oaG1tDdt2xDmdvWJiRHuQaN+tZjNWs5lMlwslRY9qJNFD6eWJoqDHC4l+VqQ7r7aFEimMRAsY2vFIISQ6OdypCJ8+XBiUWew7dejbvTZ090CLum7dDrAS5kYYZ52PuN/6ZdCGnWA09b5mDR61lXRizPTjhz+j+uNMQBpdM3wDEUKCoOxGjOk9Eeey0Hc3NA8jC0LIToQ+blQDEoHGTC+5ZNEJlDSWwGAlttAReV4TQLwcy1gjP5rA0dcqXHtvIOITWa5oRF8zOIZao8VMcSJC9UWEDao9oNrffgqm6YlOR2tRWV1yqxc1xk29+ixNLRLhQaEJ6AsXLhyEgD4YRNf9ZFbSp2IVfmITHMB77yIrHxfSrz+LMKM2aWvlA8B3AcySJm4CsV9LANx6qiFA1FHNCPES6BVc5eQF9IFc01+/HQxOFU0GP0YAklISwzE4/P4efL5u7HYnFotsYYRCCt0d3ViskvY+4AvgaWjB5+smFAqocTwsmC1mfevCYlUnc5nqtSRrr23dGp5TNA+RkBLq5a4aqVmI1jxEJmozYcISNfGbovel6W3D0es9EVsq/bnN9oWTTRQ33BhUTxkLMmC3Q0uJHvU69dZIueFy+E0iC/70GGVdUP8WZKgxncagx7cJr7CjttngRLUdH0/cnqCmMZ+GrKprCU9e/AmOhlSXwC6wTAIaJLNwXAgYIzEI7KBHeXOgpwaHsJbk+Mx0IKumwe4tRtpURNpu9HXtQJ91vOs09KVVOT4StD+vQ3WJpNpIQ7ZbvMCuEMxgFjw5k0v2/S/PbYc978L0xcB+fWhMAxkrwaiPiqEX0E9mZXwqNB2xntFfv9CRDqLtexnKfinyXC6w8GIRMl4DFtrHw1/vYN7e+3lhB+zdAlNnAgfCQY6Zhfo6HyKge3u/58S1HSeDwWg4Yt13qjEwmiiKxN6w2x2kpLmxWC34vX462toxmUz4fX7scXbGT5vAgT0H6PB0kJiSRHPDUcxmp54gLhRCUYKYTOZeAgNIVM6ujg5279rFpZdeGrZxMKsahMFoDiIFBO3eWMcGgoFeGx00THvfibrTngkYVK8bNQf4Dby0A64YAwt/BqyDij/JXDXqCOSxFfgjdP6eTFOI/UCGBUiQedEFzLsZMTaNHWfY0HYMAq91wuLtEFcjyd00e+Xx58D+EOS4AS90d0FcJvAAxN1LmFnaE9G9XO0Ir9ACjNUg28nA3r17I5hprG4zUBuKgV5zoow01rP6WiUfr1yxyjMwjAbYCC89C1ckQt5XgF9JNmQb4uMz463NcP6tsM3OPJNPNCEWoB3SbHBFEpIYbCa6piNIWONhCOgaBibQpgI8A/94Bq4FLHcDv4NXNous/iKw8M8H4XPXQ+XfWWx6h/0g7e2H1HRY6kK2XqahJzmMEARFQN8YJaCfauPOMw2x6jYwmvh6fMTHJ5OSnkLKqGQSU5PoaGnHctgiuVFauwgFgsQnxTN6/Ci8nV7MFjM2mz28FRH0B+nq6MTr7SQUCmGxWAETwaAaXMxkYstrrxHndLJg/vxeMSxOyEZC06wc79hxMOh3RwopZ/E2Cww2O+378MIOle/dCtzyD/jnNNKQRqwDyDiIuIR9gekpqiPF44BXhI65oFvpx8DpVx2PLPwdad5XmyMs8IEWNa5AfTNQIDTr3Ax8AXyH1ItGIfaCowjb6tCFPsm9j6pvFmEwtrZjIKragdhZODlWw3C87/0hektlIPeeOoM8D/Dcs6qz0JeBB/8P2s34iYjSeyNILqDFxKNG7v8N4IJOP2I/mIW+xYL6P0G+vvHGG8MooJ9O48XT8+4u4KVnVE/ybwK/ehVahFatCEtSbgXaZgNpmJHd4/oSYBT4GhG7NE0DpbGniB0+EdCbueSSSyLePFRCx4nS5FTQUjMMHxycCXGkpKdgtVsZNX40E6aNJ2PiWBJdiZjNZrydXj6qqcfn9eFMjJMcKXF2HI44QqEAiqLQ092D399DSDXaVJRQWOgAY045EzEowaOiTQT8RQD/D2TI/picnbpn2a4jwL9+A394LLwS6FQ9KZKAuIno6ac1+IFu+Tq8zPTsw0O3w12XwkWJEv8h+QswPkXoMQbIuB1xJkGo1dSlToa5COPsRAinjcdOZCW3D+HGKg2bmpqimOmJ77Uf+4xYz+pP+9EXg4sWNCIRrQEZqBYm0gtn4PgAPV0Aa0cjFPkfltRJc9uA9QeA/6mB1WXsROiyJwR0ynnlLXSHEw86rdTtyZ07d8ZgprHKeaqFhOFcwZ94XfYiwsdMgIeSgVaIu5llb8q2ixP4HUi8lf96ORwGbz+Evbt8LyMrrFrkJs1FXW2O2AJ6dD8/kXoMRGg+FdrBE7n/xGlisVqw2Cwkp0uytYA/iGu0i+zJ2ZitZoLBIJ4GD22NbTQeapSbQgoWm1UMTf0BMboMBbFYZGAEg8K0tN/GnHLmYVA97ihwUyLQPhkJW65aX5+3gxlKCVAMgRA8DOyS4DujgISrgRQYnYj44EbHJLHRi5leddVVhmQ6UPwIyMxFD3wWgN/VE7enTpLkzQRek3nLD2S50Y0HtOixWlO3q8cOAc8jAojaQ3Jzc0/AUC4S/RnDRWpEjrf1EW1kGsk4o58Ti9FHvi/yeyzB5MT93VuA5WZgM4hWwwnMgrGvskJZC0efE/uZHwEv6FkEps8ERoH9YvVAEBEANbdzLQAc9MFMB7sNdiIYTo+WE7+/FUn4aioH+AbSl66G8+/ia8p34e3NouF7FNgkO41OYIEoQLBfjW5Y70WkGDOiKlG7V1NTEzfffHMfZT7xrbvB2SYNJSINuwcPZ7wDd4abzEmZJKTEEwoqWO1WMvMziUuOQwmG8PsCtNS34OvxhW06erq9WCySKM7X00MoFESJMBSVOCCyHWHMKWceBtVbr7wI2HwxkocBJChEAJmpNgF3g/Uv8EIznZtloM+7AcnIGQ98BXELjLXN8rT8MyTTQWIeMLcGngBSG+GjEIydDNOvhenzgR/DD7poRZ2vfIgHTAKygp6AhDcxI5JJF1AJLXXi4KLZzV100UWDLNhA3TD7suWIDgKm3R/N4PqbaAdrv9GfxmVwq7pPfBr4IZD3OURAb0SE9Wp45yCcdz443+Ltv0l8107gG4XANchKOgkZK1qsCM2O4ABhu5sFCxYch5nGEqiG09ZgMHZAgynrwK5dcg2YvgecfzN6huPVQD28EYIFo6H6KK8+I5627cB/34jkPTqAjJkJSBe0o0cA3o7E/2IgAvpA6jnQup9OQS4Q45q+Fgexyj8wYSQ9O53s/GzsTjs2h52erh6C/gCdbV0oIYX4lARaG1ol/0q3j672LjwNLXi9ndhsdnzeHnp6ulCUEKFQKJxDxWw2Y7XK2DDmlDMPA+q1mhTZdgNw2WbYv1nsNP6cioT9fRhm+6GgCjLhjc2y4rMC8U/DqDyEiXYR3lKJRts5wAaYP3++IZkOABpNXqyDK58DHgO+NBFs1bDuPfjFe+B8ToKHvZLBhJx6Xm2Blzrgwr2IJiQZsSNwoOfQ6QD2COMFPX7Y2LFjI97en8V6tEbBGfHbGnVNrHsj74HYwkB/Qk1/3iuBAV4XS9DQruvfWj88VuYA8+Cdlj9z3nV/hj/nAFdB/cvwRcD5FuyXoFXabvTT5bB0PGKZakHGiguhTRCZCW06TWbPnt1nOWIjsv1iaXvOFKGkL01UX+j/ujBNZgNL4I3Ov7Hgmr/BX5KA+RIn4G4g8SjshWci7v3rU3BNKjAeIX0bsoeZgkRDPAokQJsaW2XRokUDKG8kIvuV1vdjTfr93Xs60Z8WsT90MJBxgiVEze4PMJlMOBPicGekoigK7S3ttDW04Uxw4Ovx0+GRXh8M+nHE2enu7lDDpIPf30Mw6Fe1HKAoIXw+L4GAlNWYU848mJQBOAQfOnTomOQxpws1NTVMnDhxSN51NmMoaQJQW1tLdnb2kL3vbMVQ0sWgycBg0OTMgzGnfLwxIMEjFApRV1dHUlLSSWXH6w+KotDe3k5mZibms9g/eagwFDQBgy6DhTFWzjwYNDnzYNDk440BCR4GDBgwYMCAAQOnAoYYaMCAAQMGDBgYMhiChwEDBgwYMGBgyGAIHh9zlJeXk5qaytq1a1mzZg0rVqygpqYGj8fDmjVrWLt2LatWraK8vJzy8nJMJhOVlZXh+2tqali6dCnl5eVUVlb2etbSpUupqak55p0lJSXMmTMn/Ft7V2lpKWvXru11bU1NDStWrGDp0qXhc5WVleTl5TFnzhzy8vKOeUdpaSlLly4N189kMlFSUhKu35mOoaaJx+Nh1apVrFq1Kvyc/miydu1a5syZE/6sWrWq3+vh7KcJnBl0AVizZk247SIRa6xoKC0tpbS09Jg6jQS6GDgLoRj42CM3N1dpaWlRFEVRVq9eraxevVpZuXKlUl1dHb6mrKxMURRFWb58ueJyucLXK4qiFBUV9fmsyHOKoigVFRVKWVmZkpubGz4W+a6+3qsoilJQUBB+RkVFRb910q5VFEVxuVy9yhf5/DMVQ0mToqIipbq6WqmoqAi3VX80KS4uDn9fv369UlFR0e/1Gs52mijK8NOluLhYWb9+ffieyGfHGivac/obLyOBLgbOLhgaDwPHIC8vj+bm5l4rpMLCQgCWLl1KUVERl112Wficy+WK+ZzKysrwfRoKCgooLCzsdc/27dtxu93hd0eu7rT7KysrWbVqVfh4eXk5q1atOmYVV1paSnl5eczylJeXU1hYSG5ubl9VP2NxOmmycuVKcnNzKSgoCLdNfzS58cYbw9+3bdtGQUFBv9ePVJrA0NMlNzeXNWvWUF5eTlpaWq/nxRorNTU1NDU1UVBQcMw7RzJdDJzZMAQPA4AwqJKSEkAYXlFREdu2bSMvL4+8vLxeDEpjiNGqXg3l5eXk5eVRXFwck+FF46abbuLBBx+kpqaGdevWHcOcNdV1cXExNTU1uFwuCgsLWbNmDWvWrKGyspKamhrWrFlDYWEhHo/nmHeUlpaGr4t1/kzEUNFEa2+Px8PcuXOB/mmifS8pKQlPcLGuH4k0geGlS2FhYbjvb9u2LebzIsdKaWlpeMtm6dKleDyeEUsXA2cRhlvlYmD4EanyjYWysrKwOjZSzZ6bm6usX7/+mGMtLS3K8uXLex2PRqR6V1FEHVxcXKwUFhb2WZbVq1cf88yioiJl/fr1ysqVK/tUNUeqj1euXKmsXr26z3KdKRgOmkS3S380aWlpUVauXNnv9SONJooy/HRZvXp1ry2tvu7Txsry5cvDNNCOjUS6GDi7YGg8DMREpOo4Nzc3vOKKXAGVlZVx5513UlFRccz9jz32GEVFRb1U7v1h9erVzJ07l6VLl/ZaXUeuHmtqarjxxht7PbO6ujq8daMdj2XQqqG5ufmszdtwOmmydu1aioqKeh3riyYAd955Z6+tr1jXfxxoAkNLl5qamvCW1pw5c3pthcQaK7m5ueFy5OXl4Xa7PzZ0MXAGY7glHwPDi7KyMgWIqUnQVkia0VtZWZlSWFh4jCGdtkqKfpZmRBptoLZ+/XoFCBvJtbS0KOvXrw//VhQlbLAYWQ7NQE4rU6TRnLZyXL16tbJ+/XrF5XIp1dXVSnV1tQKEr4824DsTMdQ0WblypZKbm6sUFBQoubm5SlFRUb80qaioUAoLC3uVLdb1I4kminJm0KWioiKsWdLu7W+saJqnyLKNNLoYOPtgRC41cNLweDx9Gs0ZGB4YNDkzYdDFgAEjZLoBAwYMGDBgYAhh2HgYMGDAgAEDBoYMhuBhwIABAwYMGBgyGIKHAQMGDBgwYGDIYAgeBgwYMGDAgIEhg3W4C2BgeOHxeHjwwQdJS0ujurqaFStWMHfu3GOOAaxYsYKioiJyc3NZunQpFRUVvaIt1tTUkJeXx/r161m+fHmv95SUlOB2uykrK6O4uDh8fO3ataxbty78e+7cuRQVFYUjPa5atYqCgoJwOefNm0dNTQ2rV68+nc0yrBhumvTX1lrMCu1Za9asIS8vj+rq6mPigIw0nIl0qaysZMWKFbhcLjweD2VlZYDQxePxsHTp0hE9VgycpRheb14Dw41YCa76SnoVGbUxNzdXWb58ea9nrV69WonVpYqLi3tFT4yMmhgr4dhgk5aNNAw3Tfpq6+hkY/0lLBuJOBPpEithYl9RSQ0YOFNgbLV8zBErwVVfSa8ioaX/1iIfejwe8vLyYsYoKCsrC0dzjE5jHyvh2GCTlo00DDdNYrV1rGRj/SUsG4k4E+kCxyZM7CuxogEDZwoMweNjjlgJrvpLehWJ++67L6xeLykpYeXKlTGviwwd7Xa7e/2OlXBssEnLRhqGmyax2jpWsrHjJSwbaTgT6RIrYSIcmyzOgIEzCsOtcjFw5iAywVWsY5HqYy2cssvlUlpaWnr9jsby5cvDKuLosNqKEjvhmKIMLmnZSMVw0SS6rWMlGxtowrKRiDOFLtHnoq+PlVjRgIHhhqHx+JgjVoKrvpJexcLKlSu57LLL+lzBAcybNy+8EtO2UyIRK+HYYJOWjSScCTSJbutYycb6S1g2EnEm0iVWwsRYyeIMGDiTYHi1fMxRU1MT9kzweDwUFxezdu3aY45pe9RPPfUUubm5lJWVsXz5cu67775w/ony8nI8Hg+lpaW9LPVXrlwZ9lLJy8sjNzeXyspKiouLWbVqFR6PpxeD1fbE161bF1bvr1y5MsxQR7qV/nDTpKio6Ji2vu+++1izZg3Nzc14PJ6wHU5JSUlYCIxl3zCScCbSZfv27eFjq1atCgsjZWVl5OXlcd99941oId3A2QkjV4sBAwYMGDBgYMhgbLUYMGDAgAEDBoYMhuBhwIABAwYMGBgyGIKHAQMGDBgwYGDIYAgeBgwYMGDAgIEhgyF4GDBgwIABAwaGDCflTuv1evH5fKeqLAYMGDBgYBhgt9txOp3DXYxTgljJ/EAS51VUVODxeFixYkU4od5gUFJSQnFxMRUVFb2OxUrqp2HVqlUUFxfj8XiOSX45kPtHJE408lh3d7eSkZGhAMbH+Bgf42N8zuJPRkaG0t3dfepCUw4j+krcd7IJ8yoqKpSysjIlNzc3fKy/pH7aPVo02VjJL493/0jFCWs8fD4f9fX11NbWkpwcDwTUD+r/YMT3WMeDg7gnEHVP5PHIc7HuP949A31P5DtinTtenY93z/HKEnFOCcnXUNTtoajv0b8jqxB9vxLjWbGeHf3c6GfFet7xyhl5TV/Pjr6ur3Iqg6hzKMbvvuocfU2sZ8dqw76+D7RsfdVzoPTQjisDL1rk7QMtWl+vV/o5N5CqHK+Z++sOAy1nX83cX9fqrzv011X7umaohmfkNZH319fX4/P5RoTWQ0vcpwVZixXYTgvkpn3Xgr0VFhZSUlICQEVFRS8NhKahiAzIVlZWxmOPPQYcm9QPoLi4OPyMlStXhu/Vovwe7/6RipOOXJqcnNyH4DHQyXkg9/T3fTCCS6x7LOp3S8T3ALr5izniuyYEmNTfpj6+x4IS8b+v77HeGTr2PUrEqf44W1/n+uJGA+Fsx3vWQJ/d1/1DVc5Y9/f3rEhymCPOxSIV6v9QH9+DxO4qpj6+K338174frzuaGLDgMdTkPF5ZztTuMNB6Ro7oUIzvWleI7B6miPsjv0ciuvvE6k6R3AV6d5/o7jGSUFRUFI4mCzL5RwofpaWlPPjgg1RUVFBZWUl5eTkrV66kpKSEsrIyli5dSmFhIatWraKysvKYsPWRiE7qFyk41NTUhMsAsZNf9nf/SIZhXGrAgAEDBkYMcnNzWb9+PdXV1RQXF4ftKjREhqh/8MEHWb58OS6Xi9WrV1NZWUllZSWlpaWsWLHiuPmHXC4Xzc3Nvd6tobi4OGZengcffDCsBenv/pEMQ/AwYMCAAQMjBgNJ3KdpGtxud6+kegUFBbhcLpYvX05hYeFx89wcL6lf9P3RyS+Pd/9IxUlvtbS1tTG4bY9I5eXHycYjGPUM7Xus3dnI75E2YOrvgW61DEbPbNh49F/ngejWT5eNR6iP39o7B7KLN4iiRRbleEU7XjMbNh6x3z/Qbn8yw3MQHGVEIVYyPy1xn/Zpbm6mpqaGoqIiVqxYQXV1dTipXuTvaI1FaWlpWCOyfPnymEn9QASM6IzbfSW/jHX/SMcJJ4lrbW0lOzubjo6OU10mAwYMGDAwhMjIyODDDz8cEcalZwI0F1oDsXHCgkdbWxspKSmqV0vyqS7XsKOtrY1x48YZ9TtLYdTv7IZRv6HFSIrjcSYg0mvGwLE4RV4twz9wTheM+p3dMOp3dsOon4GzEYbQ0T8M41IDBgwYMGDAwJDBEDwMGDBgwIABA0OGExY8HA4H3//+93E4HKeyPGcMjPqd3TDqd3bDqJ8BAyMXJ2xcasCAAQMGDBgwMFgYWy0GDBgwYMCAgSGDIXgYMGDAgAEDBoYMhuBhwIABAwYMGBgyGIKHAQMGzhhUVlaydOlSPB5POHNodJKvsxmR9SspKWHVqlWsXbt2uItlwMCQ4oQEj5HIECLxcWAIlZWVI7p+paWlvZI/jSRoGTRHIv0KCgrCibLWrVtHYWEhaWlpvdKHn82IrN+NN95IcXEx27ZtG+ZSGTAwtDghwWMkMoRIfBwYQnNzM01NTcNdjNOC8vJyXC4XhYWFw12U04J169bhcrlGfHREjbdEpw4fKXC5XHg8HpYuXTrcRTFgYEhxQoKHwRDOblRWVsZMFT1SUFxcTE1NDStWrBjuopwW3HTTTaxZs4aKiorhLsqQwe12D3cRTgvKy8uPyYBqwMBIx0nbeBgM4ezD9u3bKSkpobKyckRqrNxuNytXrmTevHnU1NQMd3FOObZv38769evDab9HEjweDzU1NWzfvp0VK1ZQWlqK2+0eMdqdyPqtWrWKsrIyVq1aNSL7qQEDfeGEAoiVl5eHGd7y5ctPdZmGHatWrQp/X7NmDbm5ucNYmtOD0tJS1q1bx/r164e7KKccmm2Hx+MZkf2ztLQ0PBGP1O0kAwYMjFwYkUsNGDBgwIABA0MGw53WgAEDBgwYMDBkMAQPAwYMGDBgwMCQwRA8DBgwYMCAAQNDBkPwMGDAgAEDBgwMGQzBw4ABAwYMGDAwZDAEDwMGDBgwYMDAkMEQPAwYMGDAgAEDQwZD8DBgwIABAwYMDBkMwcOAAQMGDBgwMGQwBA8DBgwYMGDAwJDh/wNcgS2WQESOLwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 675x135 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 675x135 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib, os, torch\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from result_util import get_sweep_mean_results\n",
    "import matplotlib.patches as mpatches\n",
    "\n",
    "text_width = (72.27 ** -1) * 487.8225 # in  --> Confirmed with template explanation\n",
    "print('text_width', text_width)\n",
    "column_width = (72.27 ** -1) * 234.8775\n",
    "print('column_width', column_width)\n",
    "\n",
    "fs_m1 = 5  # for figure ticks\n",
    "fs = 7  # for regular figure text\n",
    "fs_p1 = 8  # figure titles\n",
    "\n",
    "matplotlib.rc('font', size=fs)          # controls default text sizes\n",
    "matplotlib.rc('axes', titlesize=fs)     # fontsize of the axes title\n",
    "matplotlib.rc('axes', labelsize=fs)    # fontsize of the x and y labels\n",
    "matplotlib.rc('xtick', labelsize=fs_m1)    # fontsize of the tick labels\n",
    "matplotlib.rc('ytick', labelsize=fs_m1)    # fontsize of the tick labels\n",
    "matplotlib.rc('legend', fontsize=fs_m1)    # legend fontsize\n",
    "matplotlib.rc('figure', titlesize=fs_p1)  # fontsize of the figure title\n",
    "matplotlib.rc('font', **{'family':'serif', 'serif': ['Palatino']})\n",
    "matplotlib.rc('text', usetex=True)\n",
    "\n",
    "MEAN_KLDIV = 59407.19626953125\n",
    "\n",
    "from skimage.metrics import peak_signal_noise_ratio, structural_similarity\n",
    "\n",
    "gt = torch.load(\"/home/user/sirf/results/2D_final/noise_level=2.5/non_tumour/ground_truth.pt\")\n",
    "mri = torch.load(\"/home/user/sirf/results/2D_final/noise_level=2.5/non_tumour/mri.pt\")\n",
    "\n",
    "base_path = \"/home/user/sirf/results/2D_final/noise_level=2.5/non_tumour\"\n",
    "\n",
    "method_to_name = {\"vpsde_dds_anchor_epoch_10_guided_gstrength_0.25_.pt\": r\"Guided \\textsc{PET-DDS}\"+\"\\n\"+r\"$w=0.25$\",\n",
    "                \"vpsde_dds_anchor_epoch_10_guided_gstrength_0.5_.pt\": r\"Guided \\textsc{PET-DDS}\"+\"\\n\"+r\"$w=0.5$\",\n",
    "                #\"vpsde_dds_anchor_epoch_10_guided_gstrength_1.0_.pt\": r\"$w=1.0$\",\n",
    "                  \"vpsde_dds_anchor_epoch_4_.pt\": r\"\\textsc{PET-DDS}\"}\n",
    "\n",
    "method_to_id = {\"vpsde_dds_anchor_epoch_10_guided_gstrength_0.25_.pt\": 2,\n",
    "                \"vpsde_dds_anchor_epoch_10_guided_gstrength_0.5_.pt\": 3,\n",
    "                #\"vpsde_dds_anchor_epoch_10_guided_gstrength_1.0_.pt\": 4,\n",
    "                  \"vpsde_dds_anchor_epoch_4_.pt\": 1}\n",
    "\n",
    "\n",
    "\n",
    "methods = list(method_to_name.keys())\n",
    "\n",
    "\n",
    "methods.sort(key = lambda x: method_to_id[x])\n",
    "\n",
    "x0s = {5: 0.33, 10: 0.35, 15: 0.45}\n",
    "y0s = {5: 0.5, 10: 0.6, 15: 0.65}\n",
    "\n",
    "size = 0.1\n",
    "for plot_img in [5, 10, 15]:\n",
    "    fig, axes = plt.subplots(1, len(methods) + 2, figsize=(text_width,text_width/5))    \n",
    "    x0 = x0s[plot_img]\n",
    "    y0 = y0s[plot_img]        \n",
    "\n",
    "    mri_img = mri[plot_img, :, :].swapaxes(0,1).numpy()[::-1,::-1]\n",
    "    im = axes[-1].imshow(mri_img, cmap=\"bone_r\", extent=(0,1,0,1))\n",
    "    axes[-1].set_title(\"MR image\")\n",
    "    axes[-1].axis(\"off\")\n",
    "    axins = axes[-1].inset_axes([-.1, 0, 0.3, 0.3])\n",
    "    axins.imshow(mri_img, extent=(0, 1, 0, 1), cmap=\"bone_r\")\n",
    "    axins.set_xlim(x0-size, x0+size)\n",
    "    axins.set_ylim(y0-size, y0+size)\n",
    "    axins.set_xticklabels([]); axins.set_yticklabels([]); axins.get_xaxis().set_ticks([]); axins.get_yaxis().set_ticks([])\n",
    "    axes[-1].indicate_inset_zoom(axins, edgecolor=\"black\")\n",
    "\n",
    "    # left, bottom, width, height\n",
    "    cbar_ax = fig.add_axes([0.85, 0.28, 0.01, 0.45])\n",
    "    cb = fig.colorbar(im, cax=cbar_ax, shrink=0.2, fraction=0.046, ticks=[0,0.2,0.4,0.6,0.8])\n",
    "    tick_locator = matplotlib.ticker.MaxNLocator(nbins=3)\n",
    "    cb.locator = tick_locator\n",
    "    cb.update_ticks()\n",
    "        \n",
    "    gt_img = gt[plot_img, :, :].swapaxes(0,1).numpy()[::-1,::-1]\n",
    "    im = axes[0].imshow(gt_img, cmap=\"hot_r\", extent=(0,1,0,1))\n",
    "    vmax = gt_img.max()\n",
    "    vmin = gt_img.min() \n",
    "    axes[0].axis(\"off\")\n",
    "    axes[0].set_title(\"Ground truth\")\n",
    "    axins = axes[0].inset_axes([-.1, 0, 0.3, 0.3])\n",
    "    axins.imshow(gt_img, extent=(0, 1, 0, 1), vmin=vmin, vmax=vmax, cmap=\"hot_r\")\n",
    "    axins.set_xlim(x0-size, x0+size)\n",
    "    axins.set_ylim(y0-size, y0+size)\n",
    "    axins.set_xticklabels([]); axins.set_yticklabels([]); axins.get_xaxis().set_ticks([]); axins.get_yaxis().set_ticks([])\n",
    "    axes[0].indicate_inset_zoom(axins, edgecolor=\"black\")\n",
    "\n",
    "    for idx, method in enumerate(methods):\n",
    "\n",
    "        res = torch.load(os.path.join(base_path, method))\n",
    "        keys = list(res.keys())\n",
    "        keys_psnr = [] \n",
    "        keys_ssim = []\n",
    "        keys_crc = []\n",
    "        keys_weighted = [] \n",
    "        for key in keys:\n",
    "            psnr_list = [] \n",
    "            ssim_list = []\n",
    "            for img_idx in res[key].keys():\n",
    "                psnr_list.append(float(res[key][img_idx]['psnr']))\n",
    "                ssim_list.append(float(res[key][img_idx]['ssim']))\n",
    "            keys_psnr.append(np.mean(psnr_list))\n",
    "            keys_ssim.append(np.mean(ssim_list))\n",
    "        \n",
    "        best_key = keys[np.argmax(keys_ssim)]\n",
    "        show_img = res[best_key][str(plot_img)][\"images\"].swapaxes(0,1).numpy()[::-1,::-1]\n",
    "        axes[idx+1].imshow(show_img, cmap=\"hot_r\",\n",
    "                                vmin=vmin, vmax=vmax, extent=(0,1,0,1))\n",
    "        axes[idx+1].axis(\"off\")\n",
    "        axes[idx+1].set_title(method_to_name[method])\n",
    "        axes[idx+1].text(0.1, -0.15, \"PSNR \" + str(np.round(res[best_key][str(plot_img)]['psnr'].item(), 2)) + \"dB\", horizontalalignment=\"left\")\n",
    "        if len(str(np.round(res[best_key][str(plot_img)]['ssim'].item(), 3))) < 5:\n",
    "            axes[idx+1].text(0.1, -0.3, \"SSIM \" + str(np.round(res[best_key][str(plot_img)]['ssim'].item(), 3))+\"0\" , horizontalalignment=\"left\")\n",
    "        else:\n",
    "            axes[idx+1].text(0.1, -0.3, \"SSIM \" + str(np.round(res[best_key][str(plot_img)]['ssim'].item(), 3)) , horizontalalignment=\"left\")\n",
    "        axins = axes[idx+1].inset_axes([-.1, 0, 0.3, 0.3])\n",
    "        axins.imshow(show_img, extent=(0, 1, 0, 1), vmin=vmin, vmax=vmax, cmap=\"hot_r\")\n",
    "        axins.set_xlim(x0-size, x0+size)\n",
    "        axins.set_ylim(y0-size, y0+size)\n",
    "        axins.set_xticklabels([]); axins.set_yticklabels([]); axins.get_xaxis().set_ticks([]); axins.get_yaxis().set_ticks([])\n",
    "        axes[idx+1].indicate_inset_zoom(axins, edgecolor=\"black\")\n",
    "        \n",
    "    fig.subplots_adjust(right=0.85)\n",
    "    # left, bottom, width, height\n",
    "    #[0.83, 0.40, 0.01, 0.45]\n",
    "    cbar_ax = fig.add_axes([0.12, -0.1, 0.55, 0.05])\n",
    "    fig.colorbar(im, cax=cbar_ax, shrink=0.2, fraction=0.046, ticks=[0,0.2,0.4,0.6,0.8])\n",
    "    fig.colorbar(im, cax=cbar_ax, orientation=\"horizontal\", pad=0.25, aspect=100, shrink=0.8)\n",
    "    fig.text(0.78,-.083, f'Slice {plot_img}/20', horizontalalignment='center', verticalalignment='center')\n",
    "    #fig.colorbar(im, cax=cbar_ax, shrink=0.2, fraction=0.046)\n",
    "    #fig.suptitle(\"Reconstruction for noise scale 2.5 with tumour\")\n",
    "    plt.savefig(f\"guided_no_lesion_slice_{plot_img}.pdf\", bbox_inches=\"tight\", dpi=400)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "16bea655",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "text_width 6.75\n",
      "column_width 3.25\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 675x135 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 675x135 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 675x135 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib, os, torch\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from result_util import get_sweep_mean_results\n",
    "import matplotlib.patches as mpatches\n",
    "\n",
    "text_width = (72.27 ** -1) * 487.8225 # in  --> Confirmed with template explanation\n",
    "print('text_width', text_width)\n",
    "column_width = (72.27 ** -1) * 234.8775\n",
    "print('column_width', column_width)\n",
    "\n",
    "fs_m1 = 5  # for figure ticks\n",
    "fs = 7  # for regular figure text\n",
    "fs_p1 = 8  # figure titles\n",
    "\n",
    "matplotlib.rc('font', size=fs)          # controls default text sizes\n",
    "matplotlib.rc('axes', titlesize=fs)     # fontsize of the axes title\n",
    "matplotlib.rc('axes', labelsize=fs)    # fontsize of the x and y labels\n",
    "matplotlib.rc('xtick', labelsize=fs_m1)    # fontsize of the tick labels\n",
    "matplotlib.rc('ytick', labelsize=fs_m1)    # fontsize of the tick labels\n",
    "matplotlib.rc('legend', fontsize=fs_m1)    # legend fontsize\n",
    "matplotlib.rc('figure', titlesize=fs_p1)  # fontsize of the figure title\n",
    "matplotlib.rc('font', **{'family':'serif', 'serif': ['Palatino']})\n",
    "matplotlib.rc('text', usetex=True)\n",
    "\n",
    "MEAN_KLDIV = 59407.19626953125\n",
    "\n",
    "from skimage.metrics import peak_signal_noise_ratio, structural_similarity\n",
    "\n",
    "gt = torch.load(\"/home/user/sirf/results/2D_final/noise_level=2.5/tumour/ground_truth.pt\")\n",
    "mri = torch.load(\"/home/user/sirf/results/2D_final/noise_level=2.5/non_tumour/mri.pt\")\n",
    "\n",
    "base_path = \"/home/user/sirf/results/2D_final/noise_level=2.5/tumour\"\n",
    "\n",
    "method_to_name = {\"vpsde_dds_anchor_epoch_10_guided_gstrength_0.25_.pt\": r\"Guided \\textsc{PET-DDS}\"+\"\\n\"+r\"$w=0.25$\",\n",
    "                \"vpsde_dds_anchor_epoch_10_guided_gstrength_0.5_.pt\": r\"Guided \\textsc{PET-DDS}\"+\"\\n\"+r\"$w=0.5$\",\n",
    "                #\"vpsde_dds_anchor_epoch_10_guided_gstrength_1.0_.pt\": r\"$w=1.0$\",\n",
    "                  \"vpsde_dds_anchor_epoch_4_.pt\": r\"\\textsc{PET-DDS}\"}\n",
    "\n",
    "method_to_id = {\"vpsde_dds_anchor_epoch_10_guided_gstrength_0.25_.pt\": 2,\n",
    "                \"vpsde_dds_anchor_epoch_10_guided_gstrength_0.5_.pt\": 3,\n",
    "                #\"vpsde_dds_anchor_epoch_10_guided_gstrength_1.0_.pt\": 4,\n",
    "                  \"vpsde_dds_anchor_epoch_4_.pt\": 1}\n",
    "\n",
    "\n",
    "\n",
    "methods = list(method_to_name.keys())\n",
    "\n",
    "\n",
    "methods.sort(key = lambda x: method_to_id[x])\n",
    "\n",
    "x0s = {5: 0.55, 10: 0.5, 15: 0.4}\n",
    "y0s = {5: 0.55, 10: 0.3, 15: 0.37}\n",
    "\n",
    "size = 0.1\n",
    "for plot_img in [5, 10, 15]:\n",
    "    fig, axes = plt.subplots(1, len(methods) + 2, figsize=(text_width,text_width/5))    \n",
    "    x0 = x0s[plot_img]\n",
    "    y0 = y0s[plot_img]        \n",
    "\n",
    "    mri_img = mri[plot_img, :, :].swapaxes(0,1).numpy()[::-1,::-1]\n",
    "    im = axes[-1].imshow(mri_img, cmap=\"bone_r\", extent=(0,1,0,1))\n",
    "    axes[-1].set_title(\"MR image\")\n",
    "    axes[-1].axis(\"off\")\n",
    "    axins = axes[-1].inset_axes([-.1, 0, 0.3, 0.3])\n",
    "    axins.imshow(mri_img, extent=(0, 1, 0, 1), cmap=\"bone_r\")\n",
    "    axins.set_xlim(x0-size, x0+size)\n",
    "    axins.set_ylim(y0-size, y0+size)\n",
    "    axins.set_xticklabels([]); axins.set_yticklabels([]); axins.get_xaxis().set_ticks([]); axins.get_yaxis().set_ticks([])\n",
    "    axes[-1].indicate_inset_zoom(axins, edgecolor=\"black\")\n",
    "\n",
    "    # left, bottom, width, height\n",
    "    cbar_ax = fig.add_axes([0.85, 0.28, 0.01, 0.45])\n",
    "    cb = fig.colorbar(im, cax=cbar_ax, shrink=0.2, fraction=0.046, ticks=[0,0.2,0.4,0.6,0.8])\n",
    "    tick_locator = matplotlib.ticker.MaxNLocator(nbins=3)\n",
    "    cb.locator = tick_locator\n",
    "    cb.update_ticks()\n",
    "        \n",
    "    gt_img = gt[plot_img, :, :].swapaxes(0,1).numpy()[::-1,::-1]\n",
    "    im = axes[0].imshow(gt_img, cmap=\"hot_r\", extent=(0,1,0,1))\n",
    "    vmax = gt_img.max()\n",
    "    vmin = gt_img.min() \n",
    "    axes[0].axis(\"off\")\n",
    "    axes[0].set_title(\"Ground truth\")\n",
    "    axins = axes[0].inset_axes([-.1, 0, 0.3, 0.3])\n",
    "    axins.imshow(gt_img, extent=(0, 1, 0, 1), vmin=vmin, vmax=vmax, cmap=\"hot_r\")\n",
    "    axins.set_xlim(x0-size, x0+size)\n",
    "    axins.set_ylim(y0-size, y0+size)\n",
    "    axins.set_xticklabels([]); axins.set_yticklabels([]); axins.get_xaxis().set_ticks([]); axins.get_yaxis().set_ticks([])\n",
    "    axes[0].indicate_inset_zoom(axins, edgecolor=\"black\")\n",
    "\n",
    "    for idx, method in enumerate(methods):\n",
    "\n",
    "        res = torch.load(os.path.join(base_path, method))\n",
    "        keys = list(res.keys())\n",
    "        keys_psnr = [] \n",
    "        keys_ssim = []\n",
    "        keys_crc = []\n",
    "        keys_weighted = [] \n",
    "        for key in keys:\n",
    "            psnr_list = [] \n",
    "            ssim_list = []\n",
    "            for img_idx in res[key].keys():\n",
    "                psnr_list.append(float(res[key][img_idx]['psnr']))\n",
    "                ssim_list.append(float(res[key][img_idx]['ssim']))\n",
    "            keys_psnr.append(np.mean(psnr_list))\n",
    "            keys_ssim.append(np.mean(ssim_list))\n",
    "        \n",
    "        best_key = keys[np.argmax(keys_ssim)]\n",
    "        show_img = res[best_key][str(plot_img)][\"images\"].swapaxes(0,1).numpy()[::-1,::-1]\n",
    "        axes[idx+1].imshow(show_img, cmap=\"hot_r\",\n",
    "                                vmin=vmin, vmax=vmax, extent=(0,1,0,1))\n",
    "        axes[idx+1].axis(\"off\")\n",
    "        axes[idx+1].set_title(method_to_name[method])\n",
    "        psnr = peak_signal_noise_ratio(show_img, gt_img, data_range=vmax - vmin)\n",
    "        ssim = structural_similarity(show_img, gt_img, data_range=vmax - vmin)\n",
    "        axes[idx+1].text(0.1, -0.15, \"PSNR \" + str(np.round(res[best_key][str(plot_img)]['psnr'].item(), 2)) + \"dB\", horizontalalignment=\"left\")\n",
    "        axes[idx+1].text(0.1, -0.3, \"SSIM \" + str(np.round(res[best_key][str(plot_img)]['ssim'].item(), 3)) , horizontalalignment=\"left\")\n",
    "        axes[idx+1].text(0.1, -0.45, \"CRC \" + str(np.round(res[best_key][str(plot_img)]['crc'].item(), 3)) , horizontalalignment=\"left\")\n",
    "        axins = axes[idx+1].inset_axes([-.1, 0, 0.3, 0.3])\n",
    "        axins.imshow(show_img, extent=(0, 1, 0, 1), vmin=vmin, vmax=vmax, cmap=\"hot_r\")\n",
    "        axins.set_xlim(x0-size, x0+size)\n",
    "        axins.set_ylim(y0-size, y0+size)\n",
    "        axins.set_xticklabels([]); axins.set_yticklabels([]); axins.get_xaxis().set_ticks([]); axins.get_yaxis().set_ticks([])\n",
    "        axes[idx+1].indicate_inset_zoom(axins, edgecolor=\"black\")\n",
    "        \n",
    "    fig.subplots_adjust(right=0.85)\n",
    "    # left, bottom, width, height\n",
    "    #[0.83, 0.40, 0.01, 0.45]\n",
    "    cbar_ax = fig.add_axes([0.12, -0.2, 0.55, 0.05])\n",
    "    fig.colorbar(im, cax=cbar_ax, shrink=0.2, fraction=0.046, ticks=[0,0.2,0.4,0.6,0.8])\n",
    "    fig.colorbar(im, cax=cbar_ax, orientation=\"horizontal\", pad=0.25, aspect=100, shrink=0.8)\n",
    "    fig.text(0.78,-.175, f'Slice {plot_img}/20', horizontalalignment='center', verticalalignment='center')\n",
    "    #fig.colorbar(im, cax=cbar_ax, shrink=0.2, fraction=0.046)\n",
    "    #fig.suptitle(\"Reconstruction for noise scale 2.5 with tumour\")\n",
    "    plt.savefig(f\"guided_lesion_slice_{plot_img}.pdf\", bbox_inches=\"tight\", dpi=400)\n",
    "    plt.show()"
   ]
  }
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